dat <- read_csv("../output/height_data_clean.csv")
dat <- dat %>%
mutate(day=as.numeric(survey_date-min(survey_date)+30),
mf=factor(mf))
datbcd <- dat %>% filter(str_detect(pop, "BH|CC|DPR"))Weibull in BRMs
Julin Maloof
Weibull in brms
Data set:
Use all dates for the Weibull modeling
Non-linear model specification in brms
Our formula specification is a bit more complex, so we use the function brmsformula to define the non-linear formula.
I am also going to rename a couple of the parameters to be more clear
- The first line should look familiar (Weibull formula)
- I am dividing k by 100 just to get it on a more reasonable scale
- The second line is new, and it defines how each parameter should be fit with respect to the predictors in our data set.
- The notation
Hmax + Hmin + k + delta ~ 1means that we want a single parameter value (Intercept) for each of the four parameters nl=TRUEtells brms that this is a non-linear formula.
get the priors
Please review your notes and figure out how to get the possible priors for the formula on the previous slide
prior class coef group resp dpar nlpar lb ub source
student_t(3, 0, 4.2) sigma 0 default
(flat) b delta default
(flat) b Intercept delta (vectorized)
(flat) b Hmax default
(flat) b Intercept Hmax (vectorized)
(flat) b Hmin default
(flat) b Intercept Hmin (vectorized)
(flat) b k default
(flat) b Intercept k (vectorized)Set the priors
What priors should we use?
Why gamma?
- Want to constrain k and delta to be > 0.
- Setting lower bounds causes problems
- Gamma distribution is positive
Fit the model
Running /Library/Frameworks/R.framework/Resources/bin/R CMD SHLIB foo.c
using C compiler: ‘Apple clang version 13.1.6 (clang-1316.0.21.2.5)’
using SDK: ‘MacOSX12.3.sdk’
clang -arch arm64 -I"/Library/Frameworks/R.framework/Resources/include" -DNDEBUG -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/Rcpp/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/unsupported" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/BH/include" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/src/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppParallel/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/rstan/include" -DEIGEN_NO_DEBUG -DBOOST_DISABLE_ASSERTS -DBOOST_PENDING_INTEGER_LOG2_HPP -DSTAN_THREADS -DUSE_STANC3 -DSTRICT_R_HEADERS -DBOOST_PHOENIX_NO_VARIADIC_EXPRESSION -D_HAS_AUTO_PTR_ETC=0 -include '/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp' -D_REENTRANT -DRCPP_PARALLEL_USE_TBB=1 "-I/opt/R/arm64/include -I/opt/homebrew/include" -fPIC -falign-functions=64 -Wall -g -O2 -c foo.c -o foo.o
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:88:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:1: error: unknown type name 'namespace'
namespace Eigen {
^
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:16: error: expected ';' after top level declarator
namespace Eigen {
^
;
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:96:10: fatal error: 'complex' file not found
#include <complex>
^~~~~~~~~
3 errors generated.
make: *** [foo.o] Error 1Get the summary
Family: gaussian
Links: mu = identity; sigma = identity
Formula: height_cm ~ Hmax - (Hmax - Hmin) * exp(-(k/100 * day)^delta)
Hmax ~ 1
Hmin ~ 1
k ~ 1
delta ~ 1
Data: datbcd (Number of observations: 907)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Population-Level Effects:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
Hmax_Intercept 65.45 1.49 62.76 68.57 1.00 2266 2355
Hmin_Intercept 4.23 0.54 3.16 5.25 1.00 2852 2893
k_Intercept 0.67 0.01 0.64 0.69 1.00 2227 2273
delta_Intercept 6.09 0.48 5.20 7.08 1.00 2195 2370
Family Specific Parameters:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
sigma 11.42 0.27 10.91 11.96 1.00 3301 2477
Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).fit1 plots
fit 1 predictions
fit 1 plot predictions per pop
- Please write code to generate the plot below (you can do this by adding one function call to the code on the previous slide)
- In your own words, how did it do?
Allow a different Hmax for each pop
- The plants from different pops grow to different heights. Maybe we should model that.
- With only 3 pops we will use a fixed effect. (Need 5+ for random effect)
- See below for how we specify that Hmax should take on a different value for each pop
get the priors
Please review your notes and figure out how to get the possible priors for the formula on the previous slide
prior class coef group resp dpar nlpar lb ub source
student_t(3, 0, 4.2) sigma 0 default
(flat) b delta default
(flat) b Intercept delta (vectorized)
(flat) b Hmax default
(flat) b Intercept Hmax (vectorized)
(flat) b popCC Hmax (vectorized)
(flat) b popDPR Hmax (vectorized)
(flat) b Hmin default
(flat) b Intercept Hmin (vectorized)
(flat) b k default
(flat) b Intercept k (vectorized)Set the priors
- Do these seem reasonable to you?
prior2 <- c(set_prior("normal(5,3)", nlpar="Hmin"),
set_prior("normal(60,15)", nlpar="Hmax"),
set_prior("normal(0,20)", nlpar="Hmax", coef="popCC"),
set_prior("normal(0,20)", nlpar="Hmax", coef="popDPR"),
set_prior("gamma(2,2)", nlpar = "k"), # gamma constrains to be > 0
set_prior("gamma(20, 3)", nlpar="delta")
)Fit model 2
Running /Library/Frameworks/R.framework/Resources/bin/R CMD SHLIB foo.c
using C compiler: ‘Apple clang version 13.1.6 (clang-1316.0.21.2.5)’
using SDK: ‘MacOSX12.3.sdk’
clang -arch arm64 -I"/Library/Frameworks/R.framework/Resources/include" -DNDEBUG -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/Rcpp/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/unsupported" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/BH/include" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/src/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppParallel/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/rstan/include" -DEIGEN_NO_DEBUG -DBOOST_DISABLE_ASSERTS -DBOOST_PENDING_INTEGER_LOG2_HPP -DSTAN_THREADS -DUSE_STANC3 -DSTRICT_R_HEADERS -DBOOST_PHOENIX_NO_VARIADIC_EXPRESSION -D_HAS_AUTO_PTR_ETC=0 -include '/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp' -D_REENTRANT -DRCPP_PARALLEL_USE_TBB=1 "-I/opt/R/arm64/include -I/opt/homebrew/include" -fPIC -falign-functions=64 -Wall -g -O2 -c foo.c -o foo.o
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:88:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:1: error: unknown type name 'namespace'
namespace Eigen {
^
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:16: error: expected ';' after top level declarator
namespace Eigen {
^
;
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:96:10: fatal error: 'complex' file not found
#include <complex>
^~~~~~~~~
3 errors generated.
make: *** [foo.o] Error 1Fit 2 summary
Any Problems?
Family: gaussian
Links: mu = identity; sigma = identity
Formula: height_cm ~ Hmax - (Hmax - Hmin) * exp(-(k/100 * day)^delta)
Hmin ~ 1
k ~ 1
delta ~ 1
Hmax ~ pop
Data: datbcd (Number of observations: 907)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Population-Level Effects:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
Hmin_Intercept 4.02 0.55 2.90 5.09 1.00 3269 2623
k_Intercept 0.66 0.01 0.64 0.68 1.00 2303 2101
delta_Intercept 6.04 0.45 5.20 6.95 1.00 2511 2354
Hmax_Intercept 65.52 1.53 62.70 68.74 1.00 2437 1920
Hmax_popCC 10.42 11.66 -12.15 33.50 1.00 3890 2734
Hmax_popDPR 48.86 12.18 25.47 72.77 1.00 3424 2261
Family Specific Parameters:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
sigma 11.28 0.26 10.79 11.80 1.00 4021 3007
Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).Fit 2 plots
Any problems?
Fit 2 plot the predictions
Fit 2 Extend the CC and DPR curves out for all days
- It would be nice to get predictions for CC and DPR all the way out to day 200
- To do this, we create a data frame containing each day and pop for which we would like a prediction
- The function
expand_gridcreates a data frame with all combinations of the items it is given (days and pops in this case).
Fit 2 Extend the CC and DPR curves out for all days (slide 2)
- Now we use our prediction data frame to generate predictions
fit2.predictions <- cbind(pred.df, prediction=predict(fit2, newdata = pred.df)[,"Estimate"]) %>%
full_join(datbcd, by=c("day", "pop"))
fit2.predictions day pop prediction plantID survey_date block row col mf rep height_cm
1 30 CC 3.903193 D14B 2023-01-27 D1 4 B 5 12 3.7
2 30 CC 3.903193 D16B 2023-01-27 D1 6 B 3 10 2.3
3 30 CC 3.903193 D112A 2023-01-27 D1 12 A 7 4 4.1
4 30 CC 3.903193 D228B 2023-01-27 D2 28 B 2 13 4.1
5 30 CC 3.903193 D235A 2023-01-27 D2 35 A 1 11 5.4
6 30 CC 3.903193 D239A 2023-01-27 D2 39 A 5 7 3.6
7 30 CC 3.903193 D239B 2023-01-27 D2 39 B 4 5 5.1
8 30 CC 3.903193 D14C 2023-01-27 D1 4 C 4 9 0.9
9 30 CC 3.903193 F112A 2023-01-27 F1 12 A 6 3 6.5
10 30 CC 3.903193 F120B 2023-01-27 F1 20 B 2 4 6.0
11 30 CC 3.903193 F231A 2023-01-27 F2 31 A 7 8 4.9
12 30 CC 3.903193 F117D 2023-01-27 F1 17 D 3 13 4.7
13 30 CC 3.903193 F224C 2023-01-27 F2 24 C 1 6 3.4
14 30 CC 3.903193 F234D 2023-01-27 F2 34 D 3 12 5.6
15 30 CC 3.903193 H111B 2023-01-27 H1 11 B 7 2 6.8
16 30 CC 3.903193 H115B 2023-01-27 H1 15 B 3 3 5.5
17 30 CC 3.903193 H116A 2023-01-27 H1 16 A 4 10 6.3
18 30 CC 3.903193 H116B 2023-01-27 H1 16 B 6 6 4.4
19 30 CC 3.903193 H221A 2023-01-27 H2 21 A 3 5 4.8
20 30 CC 3.903193 H234B 2023-01-27 H2 34 B 4 7 3.4
21 30 CC 3.903193 H19D 2023-01-27 H1 9 D 2 2 4.8
22 30 CC 3.903193 H236C 2023-01-27 H2 36 C 2 1 5.6
23 30 CC 3.903193 J19D 2023-01-27 J1 9 D 2 6 3.8
24 30 CC 3.903193 J116C 2023-01-27 J1 16 C 6 4 5.6
25 30 CC 3.903193 J236C 2023-01-27 J2 36 C 5 5 4.2
26 30 CC 3.903193 J239C 2023-01-27 J2 39 C 2 3 6.9
27 30 CC 3.903193 J110A 2023-01-27 J1 10 A 3 2 6.3
28 30 CC 3.903193 J112B 2023-01-27 J1 12 B 4 4 4.1
29 30 CC 3.903193 J238B 2023-01-27 J2 38 B 3 9 4.6
30 30 CC 3.903193 L18A 2023-01-27 L1 8 A 4 6 3.4
31 30 CC 3.903193 L232A 2023-01-27 L2 32 A 5 3 5.5
32 30 CC 3.903193 L114D 2023-01-27 L1 14 D 1 1 3.9
33 30 CC 3.903193 L117C 2023-01-27 L1 17 C 7 3 4.2
34 30 BH 4.016931 D15B 2023-01-27 D1 5 B 5 24 3.9
35 30 BH 4.016931 D18B 2023-01-27 D1 8 B 6 7 2.2
36 30 BH 4.016931 D111B 2023-01-27 D1 11 B 7 4 3.7
37 30 BH 4.016931 D119B 2023-01-27 D1 19 B 2 8 3.7
38 30 BH 4.016931 D120A 2023-01-27 D1 20 A 4 2 3.3
39 30 BH 4.016931 D226B 2023-01-27 D2 26 B 5 15 2.7
40 30 BH 4.016931 D230B 2023-01-27 D2 30 B 4 3 3.0
41 30 BH 4.016931 D233B 2023-01-27 D2 33 B 6 8 2.2
42 30 BH 4.016931 D235B 2023-01-27 D2 35 B 5 25 2.6
43 30 BH 4.016931 D16C 2023-01-27 D1 6 C 4 12 3.1
44 30 BH 4.016931 D18D 2023-01-27 D1 8 D 7 17 1.6
45 30 BH 4.016931 D19C 2023-01-27 D1 9 C 1 8 2.1
46 30 BH 4.016931 D117C 2023-01-27 D1 17 C 5 14 3.2
47 30 BH 4.016931 D118D 2023-01-27 D1 18 D 3 5 2.3
48 30 BH 4.016931 D119D 2023-01-27 D1 19 D 5 9 1.4
49 30 BH 4.016931 D222C 2023-01-27 D2 22 C 7 18 1.4
50 30 BH 4.016931 D227C 2023-01-27 D2 27 C 7 5 3.1
51 30 BH 4.016931 D229C 2023-01-27 D2 29 C 4 13 3.3
52 30 BH 4.016931 D229D 2023-01-27 D2 29 D 2 9 2.9
53 30 BH 4.016931 D230D 2023-01-27 D2 30 D 1 10 2.3
54 30 BH 4.016931 D235D 2023-01-27 D2 35 D 3 6 3.7
55 30 BH 4.016931 F110A 2023-01-27 F1 10 A 7 19 2.9
56 30 BH 4.016931 F115A 2023-01-27 F1 15 A 6 9 3.6
57 30 BH 4.016931 F117B 2023-01-27 F1 17 B 2 10 3.4
58 30 BH 4.016931 F227A 2023-01-27 F2 27 A 7 7 3.4
59 30 BH 4.016931 F229B 2023-01-27 F2 29 B 4 5 4.8
60 30 BH 4.016931 F240A 2023-01-27 F2 40 A 3 8 3.6
61 30 BH 4.016931 F240B 2023-01-27 F2 40 B 5 12 6.5
62 30 BH 4.016931 F13C 2023-01-27 F1 3 C 5 16 2.9
63 30 BH 4.016931 F15C 2023-01-27 F1 5 C 5 26 2.9
64 30 BH 4.016931 F17D 2023-01-27 F1 7 D 7 6 3.5
65 30 BH 4.016931 F113C 2023-01-27 F1 13 C 3 7 2.8
66 30 BH 4.016931 F115C 2023-01-27 F1 15 C 4 4 3.4
67 30 BH 4.016931 F120C 2023-01-27 F1 20 C 5 11 5.1
68 30 BH 4.016931 F120D 2023-01-27 F1 20 D 5 1 2.9
69 30 BH 4.016931 F225C 2023-01-27 F2 25 C 7 20 2.4
70 30 BH 4.016931 F231C 2023-01-27 F2 31 C 6 10 3.0
71 30 BH 4.016931 F233C 2023-01-27 F2 33 C 5 17 3.0
72 30 BH 4.016931 F233D 2023-01-27 F2 33 D 2 11 3.6
73 30 BH 4.016931 F235C 2023-01-27 F2 35 C 5 27 3.2
74 30 BH 4.016931 F235D 2023-01-27 F2 35 D 2 1 3.7
75 30 BH 4.016931 H14B 2023-01-27 H1 4 B 2 12 4.5
76 30 BH 4.016931 H18B 2023-01-27 H1 8 B 3 9 3.2
77 30 BH 4.016931 H114A 2023-01-27 H1 14 A 5 3 6.9
78 30 BH 4.016931 H117A 2023-01-27 H1 17 A 4 6 2.3
79 30 BH 4.016931 H118B 2023-01-27 H1 18 B 5 18 3.5
80 30 BH 4.016931 H224B 2023-01-27 H2 24 B 5 29 4.5
81 30 BH 4.016931 H227A 2023-01-27 H2 27 A 5 4 4.5
82 30 BH 4.016931 H229B 2023-01-27 H2 29 B 5 19 3.2
83 30 BH 4.016931 H233A 2023-01-27 H2 33 A 3 10 2.5
84 30 BH 4.016931 H233B 2023-01-27 H2 33 B 4 7 2.9
85 30 BH 4.016931 H239A 2023-01-27 H2 39 A 7 9 3.0
86 30 BH 4.016931 H239B 2023-01-27 H2 39 B 6 2 3.5
87 30 BH 4.016931 H15C 2023-01-27 H1 5 C 5 28 4.6
88 30 BH 4.016931 H110C 2023-01-27 H1 10 C 6 11 4.1
89 30 BH 4.016931 H115D 2023-01-27 H1 15 D 5 13 4.1
90 30 BH 4.016931 H117C 2023-01-27 H1 17 C 2 2 3.5
91 30 BH 4.016931 H119C 2023-01-27 H1 19 C 7 21 4.5
92 30 BH 4.016931 H222D 2023-01-27 H2 22 D 2 3 2.8
93 30 BH 4.016931 H223C 2023-01-27 H2 23 C 7 22 2.8
94 30 BH 4.016931 H227D 2023-01-27 H2 27 D 6 12 2.8
95 30 BH 4.016931 H235C 2023-01-27 H2 35 C 2 13 2.5
96 30 BH 4.016931 J19C 2023-01-27 J1 9 C 5 30 4.4
97 30 BH 4.016931 J110C 2023-01-27 J1 10 C 3 1 1.7
98 30 BH 4.016931 J112C 2023-01-27 J1 12 C 7 23 2.0
99 30 BH 4.016931 J114D 2023-01-27 J1 14 D 4 8 3.3
100 30 BH 4.016931 J116D 2023-01-27 J1 16 D 5 5 2.7
101 30 BH 4.016931 J119C 2023-01-27 J1 19 C 5 20 4.3
102 30 BH 4.016931 J223D 2023-01-27 J2 23 D 4 9 4.3
103 30 BH 4.016931 J225D 2023-01-27 J2 25 D 2 5 1.9
104 30 BH 4.016931 J230C 2023-01-27 J2 30 C 4 14 4.4
105 30 BH 4.016931 J231C 2023-01-27 J2 31 C 5 6 6.1
106 30 BH 4.016931 J231D 2023-01-27 J2 31 D 7 14 2.7
107 30 BH 4.016931 J232D 2023-01-27 J2 32 D 3 12 3.5
108 30 BH 4.016931 J235C 2023-01-27 J2 35 C 7 11 1.5
109 30 BH 4.016931 J236D 2023-01-27 J2 36 D 5 21 3.0
110 30 BH 4.016931 J14B 2023-01-27 J1 4 B 2 4 2.3
111 30 BH 4.016931 J119B 2023-01-27 J1 19 B 3 11 3.8
112 30 BH 4.016931 J120B 2023-01-27 J1 20 B 7 10 2.2
113 30 BH 4.016931 J241B 2023-01-27 J2 41 B 6 4 5.5
114 30 BH 4.016931 J233A 2023-01-27 J2 33 A 3 2 3.0
115 30 BH 4.016931 J237B 2023-01-27 J2 37 B 1 7 3.0
116 30 BH 4.016931 L15B 2023-01-27 L1 5 B 2 6 2.8
117 30 BH 4.016931 L18B 2023-01-27 L1 8 B 7 2 3.3
118 30 BH 4.016931 L110A 2023-01-27 L1 10 A 2 14 1.4
119 30 BH 4.016931 L111B 2023-01-27 L1 11 B 3 3 2.7
120 30 BH 4.016931 L115A 2023-01-27 L1 15 A 5 7 3.0
121 30 BH 4.016931 L120A 2023-01-27 L1 20 A 7 15 2.3
122 30 BH 4.016931 L14D 2023-01-27 L1 4 D 4 10 2.1
123 30 BH 4.016931 L113C 2023-01-27 L1 13 C 3 13 2.4
124 30 BH 4.016931 L113D 2023-01-27 L1 13 D 5 22 3.7
125 30 BH 4.016931 L116C 2023-01-27 L1 16 C 6 5 4.4
126 30 BH 4.016931 L118D 2023-01-27 L1 18 D 7 12 3.7
127 30 BH 4.016931 L228C 2023-01-27 L2 28 C 6 6 3.1
128 30 BH 4.016931 L228D 2023-01-27 L2 28 D 2 7 2.9
129 30 BH 4.016931 L229D 2023-01-27 L2 29 D 3 14 1.2
130 30 BH 4.016931 L230C 2023-01-27 L2 30 C 4 11 4.5
131 30 BH 4.016931 L234C 2023-01-27 L2 34 C 5 8 3.6
132 30 BH 4.016931 L237D 2023-01-27 L2 37 D 7 16 2.6
133 30 BH 4.016931 L240D 2023-01-27 L2 40 D 7 13 3.8
134 30 BH 4.016931 L241D 2023-01-27 L2 41 D 4 1 3.3
135 30 BH 4.016931 L242C 2023-01-27 L2 42 C 7 3 2.0
136 30 DPR 4.109382 D117A 2023-01-27 D1 17 A 6 4 4.1
137 30 DPR 4.109382 D225A 2023-01-27 D2 25 A 2 7 8.5
138 30 DPR 4.109382 D227B 2023-01-27 D2 27 B 4 9 7.0
139 30 DPR 4.109382 F19A 2023-01-27 F1 9 A 2 5 6.5
140 30 DPR 4.109382 F232A 2023-01-27 F2 32 A 6 2 2.5
141 30 DPR 4.109382 F241A 2023-01-27 F2 41 A 2 4 5.5
142 30 DPR 4.109382 F16C 2023-01-27 F1 6 C 6 9 2.5
143 30 DPR 4.109382 F240C 2023-01-27 F2 40 C 7 4 5.4
144 30 DPR 4.109382 H117B 2023-01-27 H1 17 B 5 2 6.4
145 30 DPR 4.109382 H226A 2023-01-27 H2 26 A 4 13 3.5
146 30 DPR 4.109382 H17C 2023-01-27 H1 7 C 2 10 7.8
147 30 DPR 4.109382 H225C 2023-01-27 H2 25 C 2 6 7.5
148 30 DPR 4.109382 J121D 2023-01-27 J1 21 D 4 8 3.9
149 30 DPR 4.109382 J16B 2023-01-27 J1 6 B 6 10 4.1
150 30 DPR 4.109382 J232A 2023-01-27 J2 32 A 2 12 7.5
151 30 DPR 4.109382 J232B 2023-01-27 J2 32 B 6 11 3.2
152 30 DPR 4.109382 L119B 2023-01-27 L1 19 B 4 11 4.3
153 30 DPR 4.109382 L237B 2023-01-27 L2 37 B 6 3 2.3
154 30 DPR 4.109382 L116D 2023-01-27 L1 16 D 6 13 4.5
155 30 DPR 4.109382 L233C 2023-01-27 L2 33 C 2 2 5.4
156 31 CC 4.137701 <NA> <NA> <NA> NA <NA> <NA> NA NA
157 31 BH 4.165617 <NA> <NA> <NA> NA <NA> <NA> NA NA
158 31 DPR 4.131556 <NA> <NA> <NA> NA <NA> <NA> NA NA
159 32 CC 4.360065 <NA> <NA> <NA> NA <NA> <NA> NA NA
160 32 BH 4.006778 <NA> <NA> <NA> NA <NA> <NA> NA NA
161 32 DPR 4.146713 <NA> <NA> <NA> NA <NA> <NA> NA NA
162 33 CC 4.208230 <NA> <NA> <NA> NA <NA> <NA> NA NA
163 33 BH 3.828360 <NA> <NA> <NA> NA <NA> <NA> NA NA
164 33 DPR 4.221002 <NA> <NA> <NA> NA <NA> <NA> NA NA
165 34 CC 4.110044 <NA> <NA> <NA> NA <NA> <NA> NA NA
166 34 BH 3.984476 <NA> <NA> <NA> NA <NA> <NA> NA NA
167 34 DPR 3.781387 <NA> <NA> <NA> NA <NA> <NA> NA NA
168 35 CC 4.242742 <NA> <NA> <NA> NA <NA> <NA> NA NA
169 35 BH 4.298571 <NA> <NA> <NA> NA <NA> <NA> NA NA
170 35 DPR 3.768074 <NA> <NA> <NA> NA <NA> <NA> NA NA
171 36 CC 4.146959 <NA> <NA> <NA> NA <NA> <NA> NA NA
172 36 BH 4.008429 <NA> <NA> <NA> NA <NA> <NA> NA NA
173 36 DPR 3.966143 <NA> <NA> <NA> NA <NA> <NA> NA NA
174 37 CC 4.041823 <NA> <NA> <NA> NA <NA> <NA> NA NA
175 37 BH 3.853087 <NA> <NA> <NA> NA <NA> <NA> NA NA
176 37 DPR 3.961463 <NA> <NA> <NA> NA <NA> <NA> NA NA
177 38 CC 3.992897 <NA> <NA> <NA> NA <NA> <NA> NA NA
178 38 BH 4.036273 <NA> <NA> <NA> NA <NA> <NA> NA NA
179 38 DPR 4.188412 <NA> <NA> <NA> NA <NA> <NA> NA NA
180 39 CC 4.427747 <NA> <NA> <NA> NA <NA> <NA> NA NA
181 39 BH 4.127631 <NA> <NA> <NA> NA <NA> <NA> NA NA
182 39 DPR 3.880306 <NA> <NA> <NA> NA <NA> <NA> NA NA
183 40 CC 3.586425 <NA> <NA> <NA> NA <NA> <NA> NA NA
184 40 BH 4.150061 <NA> <NA> <NA> NA <NA> <NA> NA NA
185 40 DPR 4.029894 <NA> <NA> <NA> NA <NA> <NA> NA NA
186 41 CC 4.205030 <NA> <NA> <NA> NA <NA> <NA> NA NA
187 41 BH 4.080003 <NA> <NA> <NA> NA <NA> <NA> NA NA
188 41 DPR 4.214745 <NA> <NA> <NA> NA <NA> <NA> NA NA
189 42 CC 4.323083 <NA> <NA> <NA> NA <NA> <NA> NA NA
190 42 BH 3.964821 <NA> <NA> <NA> NA <NA> <NA> NA NA
191 42 DPR 4.107392 <NA> <NA> <NA> NA <NA> <NA> NA NA
192 43 CC 4.050626 <NA> <NA> <NA> NA <NA> <NA> NA NA
193 43 BH 4.106451 <NA> <NA> <NA> NA <NA> <NA> NA NA
194 43 DPR 4.062066 <NA> <NA> <NA> NA <NA> <NA> NA NA
195 44 CC 4.020870 <NA> <NA> <NA> NA <NA> <NA> NA NA
196 44 BH 4.026386 <NA> <NA> <NA> NA <NA> <NA> NA NA
197 44 DPR 4.077503 <NA> <NA> <NA> NA <NA> <NA> NA NA
198 45 CC 3.723449 <NA> <NA> <NA> NA <NA> <NA> NA NA
199 45 BH 4.321398 <NA> <NA> <NA> NA <NA> <NA> NA NA
200 45 DPR 3.977987 <NA> <NA> <NA> NA <NA> <NA> NA NA
201 46 CC 4.296484 <NA> <NA> <NA> NA <NA> <NA> NA NA
202 46 BH 3.734842 <NA> <NA> <NA> NA <NA> <NA> NA NA
203 46 DPR 3.819111 <NA> <NA> <NA> NA <NA> <NA> NA NA
204 47 CC 3.888357 <NA> <NA> <NA> NA <NA> <NA> NA NA
205 47 BH 4.134525 <NA> <NA> <NA> NA <NA> <NA> NA NA
206 47 DPR 4.206847 <NA> <NA> <NA> NA <NA> <NA> NA NA
207 48 CC 4.103067 <NA> <NA> <NA> NA <NA> <NA> NA NA
208 48 BH 4.148949 <NA> <NA> <NA> NA <NA> <NA> NA NA
209 48 DPR 4.103073 <NA> <NA> <NA> NA <NA> <NA> NA NA
210 49 CC 3.861544 <NA> <NA> <NA> NA <NA> <NA> NA NA
211 49 BH 4.096552 <NA> <NA> <NA> NA <NA> <NA> NA NA
212 49 DPR 4.222690 <NA> <NA> <NA> NA <NA> <NA> NA NA
213 50 CC 4.240629 <NA> <NA> <NA> NA <NA> <NA> NA NA
214 50 BH 4.289048 <NA> <NA> <NA> NA <NA> <NA> NA NA
215 50 DPR 4.112767 <NA> <NA> <NA> NA <NA> <NA> NA NA
216 51 CC 4.221596 D14B 2023-02-17 D1 4 B 5 12 3.4
217 51 CC 4.221596 D112A 2023-02-17 D1 12 A 7 4 4.3
218 51 CC 4.221596 D228B 2023-02-17 D2 28 B 2 13 4.0
219 51 CC 4.221596 D235A 2023-02-17 D2 35 A 1 11 5.5
220 51 CC 4.221596 D239A 2023-02-17 D2 39 A 5 7 3.8
221 51 CC 4.221596 D239B 2023-02-17 D2 39 B 4 5 5.2
222 51 CC 4.221596 F112A 2023-02-17 F1 12 A 6 3 6.1
223 51 CC 4.221596 F120B 2023-02-17 F1 20 B 2 4 5.6
224 51 CC 4.221596 F231A 2023-02-17 F2 31 A 7 8 4.1
225 51 CC 4.221596 F117D 2023-02-17 F1 17 D 3 13 4.6
226 51 CC 4.221596 F234D 2023-02-17 F2 34 D 3 12 5.5
227 51 CC 4.221596 H111B 2023-02-17 H1 11 B 7 2 7.6
228 51 CC 4.221596 H115B 2023-02-17 H1 15 B 3 3 6.1
229 51 CC 4.221596 H116A 2023-02-17 H1 16 A 4 10 6.1
230 51 CC 4.221596 H234B 2023-02-17 H2 34 B 4 7 2.9
231 51 CC 4.221596 H19D 2023-02-17 H1 9 D 2 2 4.0
232 51 CC 4.221596 H236C 2023-02-17 H2 36 C 2 1 6.2
233 51 CC 4.221596 J110A 2023-02-17 J1 10 A 3 2 6.5
234 51 CC 4.221596 J112B 2023-02-17 J1 12 B 4 4 4.5
235 51 CC 4.221596 J228A 2023-02-17 J2 28 A 5 6 3.6
236 51 CC 4.221596 J238B 2023-02-17 J2 38 B 3 9 3.5
237 51 CC 4.221596 J19D 2023-02-17 J1 9 D 2 6 3.1
238 51 CC 4.221596 J236C 2023-02-17 J2 36 C 5 5 4.9
239 51 CC 4.221596 J239C 2023-02-17 J2 39 C 2 3 7.7
240 51 CC 4.221596 L18A 2023-02-17 L1 8 A 4 6 4.1
241 51 CC 4.221596 L232A 2023-02-17 L2 32 A 5 3 5.9
242 51 CC 4.221596 L117C 2023-02-17 L1 17 C 7 3 4.9
243 51 BH 4.066216 D15B 2023-02-17 D1 5 B 5 24 4.3
244 51 BH 4.066216 D18B 2023-02-17 D1 8 B 6 7 2.9
245 51 BH 4.066216 D111B 2023-02-17 D1 11 B 7 4 3.5
246 51 BH 4.066216 D119B 2023-02-17 D1 19 B 2 8 3.3
247 51 BH 4.066216 D120A 2023-02-17 D1 20 A 4 2 3.9
248 51 BH 4.066216 D226B 2023-02-17 D2 26 B 5 15 3.0
249 51 BH 4.066216 D230B 2023-02-17 D2 30 B 4 3 3.9
250 51 BH 4.066216 D233B 2023-02-17 D2 33 B 6 8 2.2
251 51 BH 4.066216 D235B 2023-02-17 D2 35 B 5 25 1.9
252 51 BH 4.066216 D16C 2023-02-17 D1 6 C 4 12 4.7
253 51 BH 4.066216 D18D 2023-02-17 D1 8 D 7 17 1.5
254 51 BH 4.066216 D19C 2023-02-17 D1 9 C 1 8 24.0
255 51 BH 4.066216 D117C 2023-02-17 D1 17 C 5 14 2.9
256 51 BH 4.066216 D118D 2023-02-17 D1 18 D 3 5 2.2
257 51 BH 4.066216 D119D 2023-02-17 D1 19 D 5 9 0.9
258 51 BH 4.066216 D227C 2023-02-17 D2 27 C 7 5 3.4
259 51 BH 4.066216 D229C 2023-02-17 D2 29 C 4 13 3.4
260 51 BH 4.066216 D229D 2023-02-17 D2 29 D 2 9 3.3
261 51 BH 4.066216 D230D 2023-02-17 D2 30 D 1 10 2.1
262 51 BH 4.066216 D235D 2023-02-17 D2 35 D 3 6 4.0
263 51 BH 4.066216 F115A 2023-02-17 F1 15 A 6 9 4.1
264 51 BH 4.066216 F117B 2023-02-17 F1 17 B 2 10 3.0
265 51 BH 4.066216 F229B 2023-02-17 F2 29 B 4 5 5.1
266 51 BH 4.066216 F240B 2023-02-17 F2 40 B 5 12 4.2
267 51 BH 4.066216 F15C 2023-02-17 F1 5 C 5 26 2.9
268 51 BH 4.066216 F17D 2023-02-17 F1 7 D 7 6 3.1
269 51 BH 4.066216 F113C 2023-02-17 F1 13 C 3 7 2.9
270 51 BH 4.066216 F115C 2023-02-17 F1 15 C 4 4 3.5
271 51 BH 4.066216 F120D 2023-02-17 F1 20 D 5 1 1.7
272 51 BH 4.066216 F225C 2023-02-17 F2 25 C 7 20 2.2
273 51 BH 4.066216 F233C 2023-02-17 F2 33 C 5 17 3.1
274 51 BH 4.066216 F233D 2023-02-17 F2 33 D 2 11 3.7
275 51 BH 4.066216 F235C 2023-02-17 F2 35 C 5 27 3.5
276 51 BH 4.066216 F235D 2023-02-17 F2 35 D 2 1 3.6
277 51 BH 4.066216 H14B 2023-02-17 H1 4 B 2 12 5.2
278 51 BH 4.066216 H18B 2023-02-17 H1 8 B 3 9 3.3
279 51 BH 4.066216 H114A 2023-02-17 H1 14 A 5 3 7.4
280 51 BH 4.066216 H117A 2023-02-17 H1 17 A 4 6 3.5
281 51 BH 4.066216 H118B 2023-02-17 H1 18 B 5 18 3.2
282 51 BH 4.066216 H224B 2023-02-17 H2 24 B 5 29 4.6
283 51 BH 4.066216 H227A 2023-02-17 H2 27 A 5 4 3.9
284 51 BH 4.066216 H229B 2023-02-17 H2 29 B 5 19 3.1
285 51 BH 4.066216 H233B 2023-02-17 H2 33 B 4 7 2.5
286 51 BH 4.066216 H239B 2023-02-17 H2 39 B 6 2 3.9
287 51 BH 4.066216 H15C 2023-02-17 H1 5 C 5 28 4.7
288 51 BH 4.066216 H110C 2023-02-17 H1 10 C 6 11 4.0
289 51 BH 4.066216 H115D 2023-02-17 H1 15 D 5 13 4.5
290 51 BH 4.066216 H119C 2023-02-17 H1 19 C 7 21 4.1
291 51 BH 4.066216 H222D 2023-02-17 H2 22 D 2 3 2.4
292 51 BH 4.066216 H223C 2023-02-17 H2 23 C 7 22 3.2
293 51 BH 4.066216 H227D 2023-02-17 H2 27 D 6 12 3.8
294 51 BH 4.066216 H235C 2023-02-17 H2 35 C 2 13 2.2
295 51 BH 4.066216 J14B 2023-02-17 J1 4 B 2 4 2.6
296 51 BH 4.066216 J119B 2023-02-17 J1 19 B 3 11 4.2
297 51 BH 4.066216 J233A 2023-02-17 J2 33 A 3 2 3.1
298 51 BH 4.066216 J237B 2023-02-17 J2 37 B 1 7 2.7
299 51 BH 4.066216 J241B 2023-02-17 J2 41 B 6 4 4.5
300 51 BH 4.066216 J19C 2023-02-17 J1 9 C 5 30 5.5
301 51 BH 4.066216 J110C 2023-02-17 J1 10 C 3 1 1.9
302 51 BH 4.066216 J114D 2023-02-17 J1 14 D 4 8 3.4
303 51 BH 4.066216 J119C 2023-02-17 J1 19 C 5 20 5.3
304 51 BH 4.066216 J223D 2023-02-17 J2 23 D 4 9 1.7
305 51 BH 4.066216 J225D 2023-02-17 J2 25 D 2 5 1.9
306 51 BH 4.066216 J230C 2023-02-17 J2 30 C 4 14 5.3
307 51 BH 4.066216 J231C 2023-02-17 J2 31 C 5 6 7.1
308 51 BH 4.066216 J231D 2023-02-17 J2 31 D 7 14 4.8
309 51 BH 4.066216 J232D 2023-02-17 J2 32 D 3 12 3.4
310 51 BH 4.066216 J236D 2023-02-17 J2 36 D 5 21 25.0
311 51 BH 4.066216 L15B 2023-02-17 L1 5 B 2 6 2.9
312 51 BH 4.066216 L18B 2023-02-17 L1 8 B 7 2 2.7
313 51 BH 4.066216 L110A 2023-02-17 L1 10 A 2 14 0.6
314 51 BH 4.066216 L111B 2023-02-17 L1 11 B 3 3 2.1
315 51 BH 4.066216 L120A 2023-02-17 L1 20 A 7 15 2.3
316 51 BH 4.066216 L14D 2023-02-17 L1 4 D 4 10 2.2
317 51 BH 4.066216 L113C 2023-02-17 L1 13 C 3 13 2.2
318 51 BH 4.066216 L113D 2023-02-17 L1 13 D 5 22 4.7
319 51 BH 4.066216 L116C 2023-02-17 L1 16 C 6 5 4.4
320 51 BH 4.066216 L228C 2023-02-17 L2 28 C 6 6 2.4
321 51 BH 4.066216 L228D 2023-02-17 L2 28 D 2 7 2.8
322 51 BH 4.066216 L229D 2023-02-17 L2 29 D 3 14 1.9
323 51 BH 4.066216 L230C 2023-02-17 L2 30 C 4 11 4.4
324 51 BH 4.066216 L234C 2023-02-17 L2 34 C 5 8 4.1
325 51 BH 4.066216 L237D 2023-02-17 L2 37 D 7 16 3.6
326 51 BH 4.066216 L240D 2023-02-17 L2 40 D 7 13 4.1
327 51 BH 4.066216 L241D 2023-02-17 L2 41 D 4 1 3.5
328 51 DPR 4.009491 D225A 2023-02-17 D2 25 A 2 7 8.9
329 51 DPR 4.009491 D227B 2023-02-17 D2 27 B 4 9 7.2
330 51 DPR 4.009491 F19A 2023-02-17 F1 9 A 2 5 6.0
331 51 DPR 4.009491 F232A 2023-02-17 F2 32 A 6 2 2.0
332 51 DPR 4.009491 F16C 2023-02-17 F1 6 C 6 9 2.6
333 51 DPR 4.009491 F240C 2023-02-17 F2 40 C 7 4 6.3
334 51 DPR 4.009491 H117B 2023-02-17 H1 17 B 5 2 8.1
335 51 DPR 4.009491 H17C 2023-02-17 H1 7 C 2 10 8.2
336 51 DPR 4.009491 H225C 2023-02-17 H2 25 C 2 6 7.8
337 51 DPR 4.009491 J16B 2023-02-17 J1 6 B 6 10 3.6
338 51 DPR 4.009491 J232B 2023-02-17 J2 32 B 6 11 2.1
339 51 DPR 4.009491 L119B 2023-02-17 L1 19 B 4 11 3.7
340 51 DPR 4.009491 L237B 2023-02-17 L2 37 B 6 3 4.0
341 51 DPR 4.009491 L116D 2023-02-17 L1 16 D 6 13 4.0
342 51 DPR 4.009491 L233C 2023-02-17 L2 33 C 2 2 5.7
343 52 CC 4.240536 <NA> <NA> <NA> NA <NA> <NA> NA NA
344 52 BH 4.312868 <NA> <NA> <NA> NA <NA> <NA> NA NA
345 52 DPR 3.971057 <NA> <NA> <NA> NA <NA> <NA> NA NA
346 53 CC 4.034819 <NA> <NA> <NA> NA <NA> <NA> NA NA
347 53 BH 4.388159 <NA> <NA> <NA> NA <NA> <NA> NA NA
348 53 DPR 4.268878 <NA> <NA> <NA> NA <NA> <NA> NA NA
349 54 CC 4.144131 <NA> <NA> <NA> NA <NA> <NA> NA NA
350 54 BH 4.563911 <NA> <NA> <NA> NA <NA> <NA> NA NA
351 54 DPR 4.644620 <NA> <NA> <NA> NA <NA> <NA> NA NA
352 55 CC 4.207493 <NA> <NA> <NA> NA <NA> <NA> NA NA
353 55 BH 4.190144 <NA> <NA> <NA> NA <NA> <NA> NA NA
354 55 DPR 4.573265 <NA> <NA> <NA> NA <NA> <NA> NA NA
355 56 CC 4.251412 <NA> <NA> <NA> NA <NA> <NA> NA NA
356 56 BH 4.255124 <NA> <NA> <NA> NA <NA> <NA> NA NA
357 56 DPR 4.180665 <NA> <NA> <NA> NA <NA> <NA> NA NA
358 57 CC 4.453380 <NA> <NA> <NA> NA <NA> <NA> NA NA
359 57 BH 4.361777 <NA> <NA> <NA> NA <NA> <NA> NA NA
360 57 DPR 4.641373 <NA> <NA> <NA> NA <NA> <NA> NA NA
361 58 CC 4.357757 <NA> <NA> <NA> NA <NA> <NA> NA NA
362 58 BH 3.966031 <NA> <NA> <NA> NA <NA> <NA> NA NA
363 58 DPR 4.297890 <NA> <NA> <NA> NA <NA> <NA> NA NA
364 59 CC 4.293584 <NA> <NA> <NA> NA <NA> <NA> NA NA
365 59 BH 4.494128 <NA> <NA> <NA> NA <NA> <NA> NA NA
366 59 DPR 4.266290 <NA> <NA> <NA> NA <NA> <NA> NA NA
367 60 CC 4.268374 <NA> <NA> <NA> NA <NA> <NA> NA NA
368 60 BH 4.435386 <NA> <NA> <NA> NA <NA> <NA> NA NA
369 60 DPR 4.568954 <NA> <NA> <NA> NA <NA> <NA> NA NA
370 61 CC 4.279176 <NA> <NA> <NA> NA <NA> <NA> NA NA
371 61 BH 4.433645 <NA> <NA> <NA> NA <NA> <NA> NA NA
372 61 DPR 4.390738 <NA> <NA> <NA> NA <NA> <NA> NA NA
373 62 CC 4.360378 <NA> <NA> <NA> NA <NA> <NA> NA NA
374 62 BH 4.290543 <NA> <NA> <NA> NA <NA> <NA> NA NA
375 62 DPR 4.365633 <NA> <NA> <NA> NA <NA> <NA> NA NA
376 63 CC 4.578521 <NA> <NA> <NA> NA <NA> <NA> NA NA
377 63 BH 4.317363 <NA> <NA> <NA> NA <NA> <NA> NA NA
378 63 DPR 5.013411 <NA> <NA> <NA> NA <NA> <NA> NA NA
379 64 CC 4.469379 <NA> <NA> <NA> NA <NA> <NA> NA NA
380 64 BH 4.203130 <NA> <NA> <NA> NA <NA> <NA> NA NA
381 64 DPR 4.434334 <NA> <NA> <NA> NA <NA> <NA> NA NA
382 65 CC 4.275072 D112A 2023-03-03 D1 12 A 7 4 5.7
383 65 CC 4.275072 D235A 2023-03-03 D2 35 A 1 11 5.9
384 65 CC 4.275072 D239A 2023-03-03 D2 39 A 5 7 3.9
385 65 CC 4.275072 D239B 2023-03-03 D2 39 B 4 5 5.8
386 65 CC 4.275072 F231A 2023-03-03 F2 31 A 7 8 5.4
387 65 CC 4.275072 F117D 2023-03-03 F1 17 D 3 13 5.7
388 65 CC 4.275072 H111B 2023-03-03 H1 11 B 7 2 8.6
389 65 CC 4.275072 H115B 2023-03-03 H1 15 B 3 3 6.4
390 65 CC 4.275072 H116A 2023-03-03 H1 16 A 4 10 8.0
391 65 CC 4.275072 H234B 2023-03-03 H2 34 B 4 7 3.5
392 65 CC 4.275072 H236C 2023-03-03 H2 36 C 2 1 5.9
393 65 CC 4.275072 J112B 2023-03-03 J1 12 B 4 4 5.8
394 65 CC 4.275072 J228A 2023-03-03 J2 28 A 5 6 4.3
395 65 CC 4.275072 J236C 2023-03-03 J2 36 C 5 5 5.2
396 65 CC 4.275072 J239C 2023-03-03 J2 39 C 2 3 8.2
397 65 CC 4.275072 L18A 2023-03-03 L1 8 A 4 6 5.5
398 65 CC 4.275072 L232A 2023-03-03 L2 32 A 5 3 6.3
399 65 CC 4.275072 L117C 2023-03-03 L1 17 C 7 3 4.8
400 65 BH 4.775040 D18B 2023-03-03 D1 8 B 6 7 3.3
401 65 BH 4.775040 D120A 2023-03-03 D1 20 A 4 2 6.5
402 65 BH 4.775040 D226B 2023-03-03 D2 26 B 5 15 4.2
403 65 BH 4.775040 D230B 2023-03-03 D2 30 B 4 3 4.9
404 65 BH 4.775040 D233B 2023-03-03 D2 33 B 6 8 4.0
405 65 BH 4.775040 D16C 2023-03-03 D1 6 C 4 12 5.9
406 65 BH 4.775040 D19C 2023-03-03 D1 9 C 1 8 2.7
407 65 BH 4.775040 D119D 2023-03-03 D1 19 D 5 9 1.4
408 65 BH 4.775040 D229C 2023-03-03 D2 29 C 4 13 4.7
409 65 BH 4.775040 D229D 2023-03-03 D2 29 D 2 9 4.8
410 65 BH 4.775040 D235D 2023-03-03 D2 35 D 3 6 5.2
411 65 BH 4.775040 F115A 2023-03-03 F1 15 A 6 9 5.5
412 65 BH 4.775040 F229B 2023-03-03 F2 29 B 4 5 5.0
413 65 BH 4.775040 F240B 2023-03-03 F2 40 B 5 12 4.3
414 65 BH 4.775040 F15C 2023-03-03 F1 5 C 5 26 2.9
415 65 BH 4.775040 F113C 2023-03-03 F1 13 C 3 7 3.8
416 65 BH 4.775040 F115C 2023-03-03 F1 15 C 4 4 4.9
417 65 BH 4.775040 F235C 2023-03-03 F2 35 C 5 27 4.2
418 65 BH 4.775040 F235D 2023-03-03 F2 35 D 2 1 4.5
419 65 BH 4.775040 H14B 2023-03-03 H1 4 B 2 12 5.1
420 65 BH 4.775040 H18B 2023-03-03 H1 8 B 3 9 3.5
421 65 BH 4.775040 H114A 2023-03-03 H1 14 A 5 3 6.9
422 65 BH 4.775040 H117A 2023-03-03 H1 17 A 4 6 3.3
423 65 BH 4.775040 H118B 2023-03-03 H1 18 B 5 18 5.0
424 65 BH 4.775040 H224B 2023-03-03 H2 24 B 5 29 9.3
425 65 BH 4.775040 H227A 2023-03-03 H2 27 A 5 4 3.9
426 65 BH 4.775040 H229B 2023-03-03 H2 29 B 5 19 4.4
427 65 BH 4.775040 H233B 2023-03-03 H2 33 B 4 7 2.5
428 65 BH 4.775040 H239B 2023-03-03 H2 39 B 6 2 3.5
429 65 BH 4.775040 H15C 2023-03-03 H1 5 C 5 28 5.3
430 65 BH 4.775040 H110C 2023-03-03 H1 10 C 6 11 3.7
431 65 BH 4.775040 H115D 2023-03-03 H1 15 D 5 13 4.8
432 65 BH 4.775040 H119C 2023-03-03 H1 19 C 7 21 4.6
433 65 BH 4.775040 H222D 2023-03-03 H2 22 D 2 3 3.1
434 65 BH 4.775040 H223C 2023-03-03 H2 23 C 7 22 3.4
435 65 BH 4.775040 H235C 2023-03-03 H2 35 C 2 13 2.8
436 65 BH 4.775040 J14B 2023-03-03 J1 4 B 2 4 3.6
437 65 BH 4.775040 J119B 2023-03-03 J1 19 B 3 11 5.6
438 65 BH 4.775040 J233A 2023-03-03 J2 33 A 3 2 4.6
439 65 BH 4.775040 J237B 2023-03-03 J2 37 B 1 7 4.8
440 65 BH 4.775040 J19C 2023-03-03 J1 9 C 5 30 5.6
441 65 BH 4.775040 J110C 2023-03-03 J1 10 C 3 1 2.2
442 65 BH 4.775040 J114D 2023-03-03 J1 14 D 4 8 3.5
443 65 BH 4.775040 J119C 2023-03-03 J1 19 C 5 20 5.2
444 65 BH 4.775040 J223D 2023-03-03 J2 23 D 4 9 4.9
445 65 BH 4.775040 J225D 2023-03-03 J2 25 D 2 5 1.9
446 65 BH 4.775040 J230C 2023-03-03 J2 30 C 4 14 6.3
447 65 BH 4.775040 J231C 2023-03-03 J2 31 C 5 6 7.8
448 65 BH 4.775040 J231D 2023-03-03 J2 31 D 7 14 7.7
449 65 BH 4.775040 J232D 2023-03-03 J2 32 D 3 12 3.5
450 65 BH 4.775040 L15B 2023-03-03 L1 5 B 2 6 3.8
451 65 BH 4.775040 L18B 2023-03-03 L1 8 B 7 2 2.3
452 65 BH 4.775040 L110A 2023-03-03 L1 10 A 2 14 1.2
453 65 BH 4.775040 L111B 2023-03-03 L1 11 B 3 3 2.5
454 65 BH 4.775040 L14D 2023-03-03 L1 4 D 4 10 3.6
455 65 BH 4.775040 L113C 2023-03-03 L1 13 C 3 13 2.4
456 65 BH 4.775040 L113D 2023-03-03 L1 13 D 5 22 4.6
457 65 BH 4.775040 L116C 2023-03-03 L1 16 C 6 5 4.8
458 65 BH 4.775040 L228C 2023-03-03 L2 28 C 6 6 2.2
459 65 BH 4.775040 L228D 2023-03-03 L2 28 D 2 7 3.5
460 65 BH 4.775040 L229D 2023-03-03 L2 29 D 3 14 2.1
461 65 BH 4.775040 L230C 2023-03-03 L2 30 C 4 11 5.1
462 65 BH 4.775040 L234C 2023-03-03 L2 34 C 5 8 4.4
463 65 BH 4.775040 L240D 2023-03-03 L2 40 D 7 13 4.3
464 65 BH 4.775040 L241D 2023-03-03 L2 41 D 4 1 3.2
465 65 DPR 4.577711 D225A 2023-03-03 D2 25 A 2 7 9.3
466 65 DPR 4.577711 D227B 2023-03-03 D2 27 B 4 9 7.9
467 65 DPR 4.577711 F232A 2023-03-03 F2 32 A 6 2 2.7
468 65 DPR 4.577711 F16C 2023-03-03 F1 6 C 6 9 4.3
469 65 DPR 4.577711 F240C 2023-03-03 F2 40 C 7 4 5.8
470 65 DPR 4.577711 H117B 2023-03-03 H1 17 B 5 2 10.1
471 65 DPR 4.577711 H17C 2023-03-03 H1 7 C 2 10 9.2
472 65 DPR 4.577711 H225C 2023-03-03 H2 25 C 2 6 7.6
473 65 DPR 4.577711 J16B 2023-03-03 J1 6 B 6 10 4.5
474 65 DPR 4.577711 J232B 2023-03-03 J2 32 B 6 11 4.4
475 65 DPR 4.577711 L237B 2023-03-03 L2 37 B 6 3 5.1
476 66 CC 4.462263 <NA> <NA> <NA> NA <NA> <NA> NA NA
477 66 BH 4.707518 <NA> <NA> <NA> NA <NA> <NA> NA NA
478 66 DPR 4.665711 <NA> <NA> <NA> NA <NA> <NA> NA NA
479 67 CC 4.578495 <NA> <NA> <NA> NA <NA> <NA> NA NA
480 67 BH 4.617266 <NA> <NA> <NA> NA <NA> <NA> NA NA
481 67 DPR 4.941633 <NA> <NA> <NA> NA <NA> <NA> NA NA
482 68 CC 4.773174 <NA> <NA> <NA> NA <NA> <NA> NA NA
483 68 BH 5.088134 <NA> <NA> <NA> NA <NA> <NA> NA NA
484 68 DPR 5.283460 <NA> <NA> <NA> NA <NA> <NA> NA NA
485 69 CC 4.815656 <NA> <NA> <NA> NA <NA> <NA> NA NA
486 69 BH 4.650572 <NA> <NA> <NA> NA <NA> <NA> NA NA
487 69 DPR 5.149403 <NA> <NA> <NA> NA <NA> <NA> NA NA
488 70 CC 4.647518 <NA> <NA> <NA> NA <NA> <NA> NA NA
489 70 BH 4.593957 <NA> <NA> <NA> NA <NA> <NA> NA NA
490 70 DPR 4.786918 <NA> <NA> <NA> NA <NA> <NA> NA NA
491 71 CC 4.809500 <NA> <NA> <NA> NA <NA> <NA> NA NA
492 71 BH 4.548636 <NA> <NA> <NA> NA <NA> <NA> NA NA
493 71 DPR 5.410964 <NA> <NA> <NA> NA <NA> <NA> NA NA
494 72 CC 4.960768 <NA> <NA> <NA> NA <NA> <NA> NA NA
495 72 BH 4.551433 <NA> <NA> <NA> NA <NA> <NA> NA NA
496 72 DPR 5.113534 <NA> <NA> <NA> NA <NA> <NA> NA NA
497 73 CC 4.784553 <NA> <NA> <NA> NA <NA> <NA> NA NA
498 73 BH 5.112026 <NA> <NA> <NA> NA <NA> <NA> NA NA
499 73 DPR 5.480229 <NA> <NA> <NA> NA <NA> <NA> NA NA
500 74 CC 4.967260 <NA> <NA> <NA> NA <NA> <NA> NA NA
501 74 BH 4.890314 <NA> <NA> <NA> NA <NA> <NA> NA NA
502 74 DPR 5.577908 <NA> <NA> <NA> NA <NA> <NA> NA NA
503 75 CC 5.510598 <NA> <NA> <NA> NA <NA> <NA> NA NA
504 75 BH 5.213073 <NA> <NA> <NA> NA <NA> <NA> NA NA
505 75 DPR 5.535766 <NA> <NA> <NA> NA <NA> <NA> NA NA
506 76 CC 5.332289 <NA> <NA> <NA> NA <NA> <NA> NA NA
507 76 BH 5.101820 <NA> <NA> <NA> NA <NA> <NA> NA NA
508 76 DPR 5.584991 <NA> <NA> <NA> NA <NA> <NA> NA NA
509 77 CC 5.384407 <NA> <NA> <NA> NA <NA> <NA> NA NA
510 77 BH 5.011949 <NA> <NA> <NA> NA <NA> <NA> NA NA
511 77 DPR 5.868643 <NA> <NA> <NA> NA <NA> <NA> NA NA
512 78 CC 5.791378 <NA> <NA> <NA> NA <NA> <NA> NA NA
513 78 BH 5.131228 <NA> <NA> <NA> NA <NA> <NA> NA NA
514 78 DPR 6.168828 <NA> <NA> <NA> NA <NA> <NA> NA NA
515 79 CC 5.312003 D112A 2023-03-17 D1 12 A 7 4 5.4
516 79 CC 5.312003 D239A 2023-03-17 D2 39 A 5 7 3.9
517 79 CC 5.312003 D239B 2023-03-17 D2 39 B 4 5 5.2
518 79 CC 5.312003 F117D 2023-03-17 F1 17 D 3 13 7.2
519 79 CC 5.312003 H111B 2023-03-17 H1 11 B 7 2 12.3
520 79 CC 5.312003 H115B 2023-03-17 H1 15 B 3 3 9.7
521 79 CC 5.312003 H116A 2023-03-17 H1 16 A 4 10 9.1
522 79 CC 5.312003 H234B 2023-03-17 H2 34 B 4 7 3.4
523 79 CC 5.312003 H236C 2023-03-17 H2 36 C 2 1 6.1
524 79 CC 5.312003 J112B 2023-03-17 J1 12 B 4 4 6.3
525 79 CC 5.312003 J236C 2023-03-17 J2 36 C 5 5 7.2
526 79 CC 5.312003 L18A 2023-03-17 L1 8 A 4 6 4.2
527 79 CC 5.312003 L232A 2023-03-17 L2 32 A 5 3 5.9
528 79 CC 5.312003 L117C 2023-03-17 L1 17 C 7 3 5.4
529 79 BH 5.330013 D226B 2023-03-17 D2 26 B 5 15 5.3
530 79 BH 5.330013 D230B 2023-03-17 D2 30 B 4 3 6.1
531 79 BH 5.330013 D233B 2023-03-17 D2 33 B 6 8 5.6
532 79 BH 5.330013 D19C 2023-03-17 D1 9 C 1 8 2.6
533 79 BH 5.330013 D119D 2023-03-17 D1 19 D 5 9 2.1
534 79 BH 5.330013 D229C 2023-03-17 D2 29 C 4 13 4.3
535 79 BH 5.330013 D229D 2023-03-17 D2 29 D 2 9 4.9
536 79 BH 5.330013 D235D 2023-03-17 D2 35 D 3 6 5.3
537 79 BH 5.330013 F115A 2023-03-17 F1 15 A 6 9 8.0
538 79 BH 5.330013 F229B 2023-03-17 F2 29 B 4 5 5.9
539 79 BH 5.330013 F240B 2023-03-17 F2 40 B 5 12 5.1
540 79 BH 5.330013 F15C 2023-03-17 F1 5 C 5 26 3.0
541 79 BH 5.330013 F113C 2023-03-17 F1 13 C 3 7 4.1
542 79 BH 5.330013 F115C 2023-03-17 F1 15 C 4 4 4.5
543 79 BH 5.330013 F235C 2023-03-17 F2 35 C 5 27 5.5
544 79 BH 5.330013 F235D 2023-03-17 F2 35 D 2 1 4.6
545 79 BH 5.330013 H14B 2023-03-17 H1 4 B 2 12 5.5
546 79 BH 5.330013 H18B 2023-03-17 H1 8 B 3 9 6.5
547 79 BH 5.330013 H114A 2023-03-17 H1 14 A 5 3 6.2
548 79 BH 5.330013 H117A 2023-03-17 H1 17 A 4 6 3.6
549 79 BH 5.330013 H118B 2023-03-17 H1 18 B 5 18 5.0
550 79 BH 5.330013 H224B 2023-03-17 H2 24 B 5 29 8.5
551 79 BH 5.330013 H233B 2023-03-17 H2 33 B 4 7 3.5
552 79 BH 5.330013 H239B 2023-03-17 H2 39 B 6 2 4.0
553 79 BH 5.330013 H110C 2023-03-17 H1 10 C 6 11 5.6
554 79 BH 5.330013 H115D 2023-03-17 H1 15 D 5 13 5.6
555 79 BH 5.330013 H119C 2023-03-17 H1 19 C 7 21 6.5
556 79 BH 5.330013 H222D 2023-03-17 H2 22 D 2 3 4.4
557 79 BH 5.330013 H223C 2023-03-17 H2 23 C 7 22 4.9
558 79 BH 5.330013 H235C 2023-03-17 H2 35 C 2 13 4.8
559 79 BH 5.330013 J14B 2023-03-17 J1 4 B 2 4 4.5
560 79 BH 5.330013 J119B 2023-03-17 J1 19 B 3 11 5.3
561 79 BH 5.330013 J233A 2023-03-17 J2 33 A 3 2 4.7
562 79 BH 5.330013 J237B 2023-03-17 J2 37 B 1 7 5.3
563 79 BH 5.330013 J19C 2023-03-17 J1 9 C 5 30 8.9
564 79 BH 5.330013 J110C 2023-03-17 J1 10 C 3 1 3.9
565 79 BH 5.330013 J114D 2023-03-17 J1 14 D 4 8 3.8
566 79 BH 5.330013 J119C 2023-03-17 J1 19 C 5 20 7.1
567 79 BH 5.330013 J223D 2023-03-17 J2 23 D 4 9 5.2
568 79 BH 5.330013 J225D 2023-03-17 J2 25 D 2 5 3.0
569 79 BH 5.330013 J230C 2023-03-17 J2 30 C 4 14 8.3
570 79 BH 5.330013 J231C 2023-03-17 J2 31 C 5 6 9.2
571 79 BH 5.330013 J232D 2023-03-17 J2 32 D 3 12 4.5
572 79 BH 5.330013 L15B 2023-03-17 L1 5 B 2 6 4.2
573 79 BH 5.330013 L110A 2023-03-17 L1 10 A 2 14 2.0
574 79 BH 5.330013 L14D 2023-03-17 L1 4 D 4 10 3.8
575 79 BH 5.330013 L113C 2023-03-17 L1 13 C 3 13 3.6
576 79 BH 5.330013 L113D 2023-03-17 L1 13 D 5 22 6.5
577 79 BH 5.330013 L116C 2023-03-17 L1 16 C 6 5 7.9
578 79 BH 5.330013 L228D 2023-03-17 L2 28 D 2 7 5.1
579 79 BH 5.330013 L229D 2023-03-17 L2 29 D 3 14 3.1
580 79 BH 5.330013 L230C 2023-03-17 L2 30 C 4 11 6.6
581 79 BH 5.330013 L234C 2023-03-17 L2 34 C 5 8 4.9
582 79 BH 5.330013 L240D 2023-03-17 L2 40 D 7 13 6.0
583 79 BH 5.330013 L241D 2023-03-17 L2 41 D 4 1 4.6
584 79 DPR 6.412738 F232A 2023-03-17 F2 32 A 6 2 2.5
585 79 DPR 6.412738 F16C 2023-03-17 F1 6 C 6 9 6.6
586 79 DPR 6.412738 F240C 2023-03-17 F2 40 C 7 4 10.2
587 79 DPR 6.412738 H117B 2023-03-17 H1 17 B 5 2 17.0
588 79 DPR 6.412738 H17C 2023-03-17 H1 7 C 2 10 11.4
589 79 DPR 6.412738 H225C 2023-03-17 H2 25 C 2 6 12.4
590 79 DPR 6.412738 J16B 2023-03-17 J1 6 B 6 10 7.4
591 79 DPR 6.412738 J232B 2023-03-17 J2 32 B 6 11 4.2
592 79 DPR 6.412738 L237B 2023-03-17 L2 37 B 6 3 6.6
593 80 CC 5.463058 <NA> <NA> <NA> NA <NA> <NA> NA NA
594 80 BH 5.424160 <NA> <NA> <NA> NA <NA> <NA> NA NA
595 80 DPR 6.378404 <NA> <NA> <NA> NA <NA> <NA> NA NA
596 81 CC 5.936431 <NA> <NA> <NA> NA <NA> <NA> NA NA
597 81 BH 5.610675 <NA> <NA> <NA> NA <NA> <NA> NA NA
598 81 DPR 6.600084 <NA> <NA> <NA> NA <NA> <NA> NA NA
599 82 CC 5.885694 <NA> <NA> <NA> NA <NA> <NA> NA NA
600 82 BH 5.678230 <NA> <NA> <NA> NA <NA> <NA> NA NA
601 82 DPR 7.017616 <NA> <NA> <NA> NA <NA> <NA> NA NA
602 83 CC 5.757422 <NA> <NA> <NA> NA <NA> <NA> NA NA
603 83 BH 5.720385 <NA> <NA> <NA> NA <NA> <NA> NA NA
604 83 DPR 6.964984 <NA> <NA> <NA> NA <NA> <NA> NA NA
605 84 CC 6.028949 <NA> <NA> <NA> NA <NA> <NA> NA NA
606 84 BH 5.914924 <NA> <NA> <NA> NA <NA> <NA> NA NA
607 84 DPR 7.271102 <NA> <NA> <NA> NA <NA> <NA> NA NA
608 85 CC 5.904224 <NA> <NA> <NA> NA <NA> <NA> NA NA
609 85 BH 6.021778 <NA> <NA> <NA> NA <NA> <NA> NA NA
610 85 DPR 7.429502 <NA> <NA> <NA> NA <NA> <NA> NA NA
611 86 CC 6.537206 D112A 2023-03-24 D1 12 A 7 4 5.5
612 86 CC 6.537206 H111B 2023-03-24 H1 11 B 7 2 12.6
613 86 CC 6.537206 H115B 2023-03-24 H1 15 B 3 3 12.5
614 86 CC 6.537206 H116A 2023-03-24 H1 16 A 4 10 10.1
615 86 CC 6.537206 H234B 2023-03-24 H2 34 B 4 7 3.1
616 86 CC 6.537206 H236C 2023-03-24 H2 36 C 2 1 6.0
617 86 CC 6.537206 J112B 2023-03-24 J1 12 B 4 4 9.8
618 86 CC 6.537206 J236C 2023-03-24 J2 36 C 5 5 7.0
619 86 CC 6.537206 L18A 2023-03-24 L1 8 A 4 6 4.6
620 86 CC 6.537206 L232A 2023-03-24 L2 32 A 5 3 6.3
621 86 CC 6.537206 L117C 2023-03-24 L1 17 C 7 3 5.5
622 86 BH 6.080695 D226B 2023-03-24 D2 26 B 5 15 5.4
623 86 BH 6.080695 D230B 2023-03-24 D2 30 B 4 3 3.3
624 86 BH 6.080695 D233B 2023-03-24 D2 33 B 6 8 3.9
625 86 BH 6.080695 D119D 2023-03-24 D1 19 D 5 9 3.5
626 86 BH 6.080695 D229C 2023-03-24 D2 29 C 4 13 4.8
627 86 BH 6.080695 D229D 2023-03-24 D2 29 D 2 9 6.1
628 86 BH 6.080695 D235D 2023-03-24 D2 35 D 3 6 5.7
629 86 BH 6.080695 F115A 2023-03-24 F1 15 A 6 9 4.5
630 86 BH 6.080695 F229B 2023-03-24 F2 29 B 4 5 5.6
631 86 BH 6.080695 F240B 2023-03-24 F2 40 B 5 12 5.7
632 86 BH 6.080695 F115C 2023-03-24 F1 15 C 4 4 4.9
633 86 BH 6.080695 F235D 2023-03-24 F2 35 D 2 1 5.1
634 86 BH 6.080695 H14B 2023-03-24 H1 4 B 2 12 7.3
635 86 BH 6.080695 H18B 2023-03-24 H1 8 B 3 9 5.4
636 86 BH 6.080695 H114A 2023-03-24 H1 14 A 5 3 7.1
637 86 BH 6.080695 H224B 2023-03-24 H2 24 B 5 29 9.8
638 86 BH 6.080695 H233B 2023-03-24 H2 33 B 4 7 4.5
639 86 BH 6.080695 H110C 2023-03-24 H1 10 C 6 11 8.0
640 86 BH 6.080695 H115D 2023-03-24 H1 15 D 5 13 4.9
641 86 BH 6.080695 H119C 2023-03-24 H1 19 C 7 21 7.0
642 86 BH 6.080695 H222D 2023-03-24 H2 22 D 2 3 5.5
643 86 BH 6.080695 H223C 2023-03-24 H2 23 C 7 22 7.4
644 86 BH 6.080695 H235C 2023-03-24 H2 35 C 2 13 3.8
645 86 BH 6.080695 J14B 2023-03-24 J1 4 B 2 4 3.9
646 86 BH 6.080695 J119B 2023-03-24 J1 19 B 3 11 6.4
647 86 BH 6.080695 J233A 2023-03-24 J2 33 A 3 2 5.9
648 86 BH 6.080695 J237B 2023-03-24 J2 37 B 1 7 7.2
649 86 BH 6.080695 J19C 2023-03-24 J1 9 C 5 30 9.7
650 86 BH 6.080695 J110C 2023-03-24 J1 10 C 3 1 4.5
651 86 BH 6.080695 J119C 2023-03-24 J1 19 C 5 20 7.5
652 86 BH 6.080695 J223D 2023-03-24 J2 23 D 4 9 5.5
653 86 BH 6.080695 J225D 2023-03-24 J2 25 D 2 5 3.0
654 86 BH 6.080695 J230C 2023-03-24 J2 30 C 4 14 8.5
655 86 BH 6.080695 J231D 2023-03-24 J2 31 D 7 14 8.3
656 86 BH 6.080695 J232D 2023-03-24 J2 32 D 3 12 4.8
657 86 BH 6.080695 L15B 2023-03-24 L1 5 B 2 6 4.5
658 86 BH 6.080695 L110A 2023-03-24 L1 10 A 2 14 3.1
659 86 BH 6.080695 L14D 2023-03-24 L1 4 D 4 10 4.1
660 86 BH 6.080695 L113C 2023-03-24 L1 13 C 3 13 2.8
661 86 BH 6.080695 L113D 2023-03-24 L1 13 D 5 22 6.5
662 86 BH 6.080695 L228D 2023-03-24 L2 28 D 2 7 5.5
663 86 BH 6.080695 L229D 2023-03-24 L2 29 D 3 14 3.3
664 86 BH 6.080695 L230C 2023-03-24 L2 30 C 4 11 5.1
665 86 BH 6.080695 L240D 2023-03-24 L2 40 D 7 13 5.3
666 86 BH 6.080695 L241D 2023-03-24 L2 41 D 4 1 4.7
667 86 DPR 7.874193 F16C 2023-03-24 F1 6 C 6 9 9.1
668 86 DPR 7.874193 F240C 2023-03-24 F2 40 C 7 4 15.4
669 86 DPR 7.874193 H117B 2023-03-24 H1 17 B 5 2 21.7
670 86 DPR 7.874193 H17C 2023-03-24 H1 7 C 2 10 12.5
671 86 DPR 7.874193 H225C 2023-03-24 H2 25 C 2 6 18.4
672 86 DPR 7.874193 J16B 2023-03-24 J1 6 B 6 10 10.8
673 86 DPR 7.874193 J232B 2023-03-24 J2 32 B 6 11 4.4
674 86 DPR 7.874193 L237B 2023-03-24 L2 37 B 6 3 6.4
675 87 CC 6.837241 <NA> <NA> <NA> NA <NA> <NA> NA NA
676 87 BH 6.352095 <NA> <NA> <NA> NA <NA> <NA> NA NA
677 87 DPR 8.275922 <NA> <NA> <NA> NA <NA> <NA> NA NA
678 88 CC 6.686768 <NA> <NA> <NA> NA <NA> <NA> NA NA
679 88 BH 6.237436 <NA> <NA> <NA> NA <NA> <NA> NA NA
680 88 DPR 8.207329 <NA> <NA> <NA> NA <NA> <NA> NA NA
681 89 CC 7.028307 <NA> <NA> <NA> NA <NA> <NA> NA NA
682 89 BH 6.590723 <NA> <NA> <NA> NA <NA> <NA> NA NA
683 89 DPR 8.466765 <NA> <NA> <NA> NA <NA> <NA> NA NA
684 90 CC 6.955139 <NA> <NA> <NA> NA <NA> <NA> NA NA
685 90 BH 6.442395 <NA> <NA> <NA> NA <NA> <NA> NA NA
686 90 DPR 8.946546 <NA> <NA> <NA> NA <NA> <NA> NA NA
687 91 CC 7.407780 <NA> <NA> <NA> NA <NA> <NA> NA NA
688 91 BH 6.252713 <NA> <NA> <NA> NA <NA> <NA> NA NA
689 91 DPR 9.472092 <NA> <NA> <NA> NA <NA> <NA> NA NA
690 92 CC 7.665776 <NA> <NA> <NA> NA <NA> <NA> NA NA
691 92 BH 7.298624 <NA> <NA> <NA> NA <NA> <NA> NA NA
692 92 DPR 9.836722 <NA> <NA> <NA> NA <NA> <NA> NA NA
693 93 CC 7.930290 <NA> <NA> <NA> NA <NA> <NA> NA NA
694 93 BH 7.437636 <NA> <NA> <NA> NA <NA> <NA> NA NA
695 93 DPR 10.096792 <NA> <NA> <NA> NA <NA> <NA> NA NA
696 94 CC 8.105633 <NA> <NA> <NA> NA <NA> <NA> NA NA
697 94 BH 7.557276 <NA> <NA> <NA> NA <NA> <NA> NA NA
698 94 DPR 10.153591 <NA> <NA> <NA> NA <NA> <NA> NA NA
699 95 CC 8.286193 <NA> <NA> <NA> NA <NA> <NA> NA NA
700 95 BH 7.670049 <NA> <NA> <NA> NA <NA> <NA> NA NA
701 95 DPR 10.840840 <NA> <NA> <NA> NA <NA> <NA> NA NA
702 96 CC 8.789005 H111B 2023-04-03 H1 11 B 7 2 12.1
703 96 CC 8.789005 H115B 2023-04-03 H1 15 B 3 3 14.9
704 96 CC 8.789005 H116A 2023-04-03 H1 16 A 4 10 10.2
705 96 CC 8.789005 J112B 2023-04-03 J1 12 B 4 4 7.5
706 96 CC 8.789005 J236C 2023-04-03 J2 36 C 5 5 8.3
707 96 CC 8.789005 L117C 2023-04-03 L1 17 C 7 3 6.2
708 96 BH 8.164295 D226B 2023-04-03 D2 26 B 5 15 4.9
709 96 BH 8.164295 D230B 2023-04-03 D2 30 B 4 3 3.8
710 96 BH 8.164295 D119D 2023-04-03 D1 19 D 5 9 3.2
711 96 BH 8.164295 D229C 2023-04-03 D2 29 C 4 13 4.9
712 96 BH 8.164295 D229D 2023-04-03 D2 29 D 2 9 4.1
713 96 BH 8.164295 D235D 2023-04-03 D2 35 D 3 6 6.6
714 96 BH 8.164295 F115A 2023-04-03 F1 15 A 6 9 9.9
715 96 BH 8.164295 F229B 2023-04-03 F2 29 B 4 5 5.9
716 96 BH 8.164295 F240B 2023-04-03 F2 40 B 5 12 5.6
717 96 BH 8.164295 F115C 2023-04-03 F1 15 C 4 4 5.9
718 96 BH 8.164295 F235D 2023-04-03 F2 35 D 2 1 5.5
719 96 BH 8.164295 H14B 2023-04-03 H1 4 B 2 12 0.7
720 96 BH 8.164295 H18B 2023-04-03 H1 8 B 3 9 7.1
721 96 BH 8.164295 H114A 2023-04-03 H1 14 A 5 3 8.4
722 96 BH 8.164295 H224B 2023-04-03 H2 24 B 5 29 9.4
723 96 BH 8.164295 H233B 2023-04-03 H2 33 B 4 7 4.8
724 96 BH 8.164295 H110C 2023-04-03 H1 10 C 6 11 10.6
725 96 BH 8.164295 H119C 2023-04-03 H1 19 C 7 21 6.5
726 96 BH 8.164295 H223C 2023-04-03 H2 23 C 7 22 8.4
727 96 BH 8.164295 H235C 2023-04-03 H2 35 C 2 13 3.8
728 96 BH 8.164295 J14B 2023-04-03 J1 4 B 2 4 5.1
729 96 BH 8.164295 J119B 2023-04-03 J1 19 B 3 11 5.9
730 96 BH 8.164295 J233A 2023-04-03 J2 33 A 3 2 5.8
731 96 BH 8.164295 J237B 2023-04-03 J2 37 B 1 7 4.4
732 96 BH 8.164295 J19C 2023-04-03 J1 9 C 5 30 10.2
733 96 BH 8.164295 J110C 2023-04-03 J1 10 C 3 1 5.1
734 96 BH 8.164295 J119C 2023-04-03 J1 19 C 5 20 10.1
735 96 BH 8.164295 J223D 2023-04-03 J2 23 D 4 9 5.7
736 96 BH 8.164295 J225D 2023-04-03 J2 25 D 2 5 6.3
737 96 BH 8.164295 J230C 2023-04-03 J2 30 C 4 14 9.4
738 96 BH 8.164295 J231D 2023-04-03 J2 31 D 7 14 12.1
739 96 BH 8.164295 J232D 2023-04-03 J2 32 D 3 12 5.2
740 96 BH 8.164295 L15B 2023-04-03 L1 5 B 2 6 3.9
741 96 BH 8.164295 L110A 2023-04-03 L1 10 A 2 14 3.6
742 96 BH 8.164295 L14D 2023-04-03 L1 4 D 4 10 7.1
743 96 BH 8.164295 L113C 2023-04-03 L1 13 C 3 13 3.6
744 96 BH 8.164295 L113D 2023-04-03 L1 13 D 5 22 7.3
745 96 BH 8.164295 L228D 2023-04-03 L2 28 D 2 7 7.1
746 96 BH 8.164295 L229D 2023-04-03 L2 29 D 3 14 4.1
747 96 BH 8.164295 L230C 2023-04-03 L2 30 C 4 11 4.3
748 96 BH 8.164295 L240D 2023-04-03 L2 40 D 7 13 6.6
749 96 BH 8.164295 L241D 2023-04-03 L2 41 D 4 1 5.8
750 96 DPR 11.116171 F16C 2023-04-03 F1 6 C 6 9 15.4
751 96 DPR 11.116171 F240C 2023-04-03 F2 40 C 7 4 22.5
752 96 DPR 11.116171 H117B 2023-04-03 H1 17 B 5 2 25.9
753 96 DPR 11.116171 H17C 2023-04-03 H1 7 C 2 10 13.3
754 96 DPR 11.116171 H225C 2023-04-03 H2 25 C 2 6 27.7
755 97 CC 8.781661 <NA> <NA> <NA> NA <NA> <NA> NA NA
756 97 BH 8.342990 <NA> <NA> <NA> NA <NA> <NA> NA NA
757 97 DPR 11.332256 <NA> <NA> <NA> NA <NA> <NA> NA NA
758 98 CC 9.259853 <NA> <NA> <NA> NA <NA> <NA> NA NA
759 98 BH 8.660735 <NA> <NA> <NA> NA <NA> <NA> NA NA
760 98 DPR 12.027838 <NA> <NA> <NA> NA <NA> <NA> NA NA
761 99 CC 9.481174 <NA> <NA> <NA> NA <NA> <NA> NA NA
762 99 BH 8.766512 <NA> <NA> <NA> NA <NA> <NA> NA NA
763 99 DPR 12.868052 <NA> <NA> <NA> NA <NA> <NA> NA NA
764 100 CC 9.856779 <NA> <NA> <NA> NA <NA> <NA> NA NA
765 100 BH 9.289722 <NA> <NA> <NA> NA <NA> <NA> NA NA
766 100 DPR 12.873822 <NA> <NA> <NA> NA <NA> <NA> NA NA
767 101 CC 10.405864 <NA> <NA> <NA> NA <NA> <NA> NA NA
768 101 BH 9.374273 <NA> <NA> <NA> NA <NA> <NA> NA NA
769 101 DPR 13.650340 <NA> <NA> <NA> NA <NA> <NA> NA NA
770 102 CC 10.534922 <NA> <NA> <NA> NA <NA> <NA> NA NA
771 102 BH 9.452671 <NA> <NA> <NA> NA <NA> <NA> NA NA
772 102 DPR 13.794474 <NA> <NA> <NA> NA <NA> <NA> NA NA
773 103 CC 10.609587 H111B 2023-04-10 H1 11 B 7 2 16.2
774 103 CC 10.609587 H115B 2023-04-10 H1 15 B 3 3 23.8
775 103 CC 10.609587 H116A 2023-04-10 H1 16 A 4 10 12.3
776 103 CC 10.609587 J112B 2023-04-10 J1 12 B 4 4 10.1
777 103 CC 10.609587 J236C 2023-04-10 J2 36 C 5 5 5.9
778 103 BH 9.897299 D226B 2023-04-10 D2 26 B 5 15 5.7
779 103 BH 9.897299 D230B 2023-04-10 D2 30 B 4 3 6.8
780 103 BH 9.897299 D119D 2023-04-10 D1 19 D 5 9 3.6
781 103 BH 9.897299 D229C 2023-04-10 D2 29 C 4 13 5.8
782 103 BH 9.897299 D229D 2023-04-10 D2 29 D 2 9 4.3
783 103 BH 9.897299 D235D 2023-04-10 D2 35 D 3 6 8.4
784 103 BH 9.897299 F115A 2023-04-10 F1 15 A 6 9 17.4
785 103 BH 9.897299 F229B 2023-04-10 F2 29 B 4 5 7.2
786 103 BH 9.897299 F240B 2023-04-10 F2 40 B 5 12 6.6
787 103 BH 9.897299 F115C 2023-04-10 F1 15 C 4 4 5.5
788 103 BH 9.897299 F235D 2023-04-10 F2 35 D 2 1 5.7
789 103 BH 9.897299 H14B 2023-04-10 H1 4 B 2 12 6.1
790 103 BH 9.897299 H18B 2023-04-10 H1 8 B 3 9 8.8
791 103 BH 9.897299 H114A 2023-04-10 H1 14 A 5 3 12.3
792 103 BH 9.897299 H224B 2023-04-10 H2 24 B 5 29 13.4
793 103 BH 9.897299 H233B 2023-04-10 H2 33 B 4 7 5.7
794 103 BH 9.897299 H110C 2023-04-10 H1 10 C 6 11 13.2
795 103 BH 9.897299 H119C 2023-04-10 H1 19 C 7 21 5.1
796 103 BH 9.897299 H223C 2023-04-10 H2 23 C 7 22 8.6
797 103 BH 9.897299 H235C 2023-04-10 H2 35 C 2 13 3.9
798 103 BH 9.897299 J14B 2023-04-10 J1 4 B 2 4 6.0
799 103 BH 9.897299 J119B 2023-04-10 J1 19 B 3 11 6.9
800 103 BH 9.897299 J233A 2023-04-10 J2 33 A 3 2 6.4
801 103 BH 9.897299 J237B 2023-04-10 J2 37 B 1 7 12.2
802 103 BH 9.897299 J19C 2023-04-10 J1 9 C 5 30 8.5
803 103 BH 9.897299 J110C 2023-04-10 J1 10 C 3 1 7.0
804 103 BH 9.897299 J119C 2023-04-10 J1 19 C 5 20 11.4
805 103 BH 9.897299 J225D 2023-04-10 J2 25 D 2 5 7.7
806 103 BH 9.897299 J230C 2023-04-10 J2 30 C 4 14 9.0
807 103 BH 9.897299 J231D 2023-04-10 J2 31 D 7 14 10.2
808 103 BH 9.897299 J232D 2023-04-10 J2 32 D 3 12 6.0
809 103 BH 9.897299 L110A 2023-04-10 L1 10 A 2 14 2.1
810 103 BH 9.897299 L14D 2023-04-10 L1 4 D 4 10 4.1
811 103 BH 9.897299 L113C 2023-04-10 L1 13 C 3 13 2.5
812 103 BH 9.897299 L113D 2023-04-10 L1 13 D 5 22 9.0
813 103 BH 9.897299 L228D 2023-04-10 L2 28 D 2 7 6.3
814 103 BH 9.897299 L229D 2023-04-10 L2 29 D 3 14 3.6
815 103 BH 9.897299 L240D 2023-04-10 L2 40 D 7 13 8.4
816 103 BH 9.897299 L241D 2023-04-10 L2 41 D 4 1 4.4
817 103 DPR 14.689341 F16C 2023-04-10 F1 6 C 6 9 16.6
818 103 DPR 14.689341 H117B 2023-04-10 H1 17 B 5 2 38.2
819 103 DPR 14.689341 H225C 2023-04-10 H2 25 C 2 6 37.4
820 103 DPR 14.689341 J16B 2023-04-10 J1 6 B 6 10 23.6
821 104 CC 11.083230 <NA> <NA> <NA> NA <NA> <NA> NA NA
822 104 BH 10.124653 <NA> <NA> <NA> NA <NA> <NA> NA NA
823 104 DPR 15.281657 <NA> <NA> <NA> NA <NA> <NA> NA NA
824 105 CC 11.447500 <NA> <NA> <NA> NA <NA> <NA> NA NA
825 105 BH 10.612240 <NA> <NA> <NA> NA <NA> <NA> NA NA
826 105 DPR 15.477213 <NA> <NA> <NA> NA <NA> <NA> NA NA
827 106 CC 12.361125 <NA> <NA> <NA> NA <NA> <NA> NA NA
828 106 BH 11.016104 <NA> <NA> <NA> NA <NA> <NA> NA NA
829 106 DPR 16.645268 <NA> <NA> <NA> NA <NA> <NA> NA NA
830 107 CC 12.588790 <NA> <NA> <NA> NA <NA> <NA> NA NA
831 107 BH 10.914579 <NA> <NA> <NA> NA <NA> <NA> NA NA
832 107 DPR 17.170673 <NA> <NA> <NA> NA <NA> <NA> NA NA
833 108 CC 12.847926 <NA> <NA> <NA> NA <NA> <NA> NA NA
834 108 BH 11.636420 <NA> <NA> <NA> NA <NA> <NA> NA NA
835 108 DPR 17.914141 <NA> <NA> <NA> NA <NA> <NA> NA NA
836 109 CC 13.749562 <NA> <NA> <NA> NA <NA> <NA> NA NA
837 109 BH 11.901993 <NA> <NA> <NA> NA <NA> <NA> NA NA
838 109 DPR 18.911071 <NA> <NA> <NA> NA <NA> <NA> NA NA
839 110 CC 13.855781 H111B 2023-04-17 H1 11 B 7 2 14.4
840 110 CC 13.855781 H115B 2023-04-17 H1 15 B 3 3 32.6
841 110 CC 13.855781 H116A 2023-04-17 H1 16 A 4 10 15.1
842 110 CC 13.855781 J112B 2023-04-17 J1 12 B 4 4 9.0
843 110 BH 12.318288 D226B 2023-04-17 D2 26 B 5 15 7.9
844 110 BH 12.318288 D230B 2023-04-17 D2 30 B 4 3 8.1
845 110 BH 12.318288 D119D 2023-04-17 D1 19 D 5 9 3.3
846 110 BH 12.318288 D229C 2023-04-17 D2 29 C 4 13 6.8
847 110 BH 12.318288 D229D 2023-04-17 D2 29 D 2 9 7.1
848 110 BH 12.318288 D235D 2023-04-17 D2 35 D 3 6 10.2
849 110 BH 12.318288 F115A 2023-04-17 F1 15 A 6 9 22.9
850 110 BH 12.318288 F229B 2023-04-17 F2 29 B 4 5 8.2
851 110 BH 12.318288 F240B 2023-04-17 F2 40 B 5 12 8.0
852 110 BH 12.318288 F235D 2023-04-17 F2 35 D 2 1 7.3
853 110 BH 12.318288 H14B 2023-04-17 H1 4 B 2 12 11.4
854 110 BH 12.318288 H18B 2023-04-17 H1 8 B 3 9 15.2
855 110 BH 12.318288 H114A 2023-04-17 H1 14 A 5 3 13.1
856 110 BH 12.318288 H224B 2023-04-17 H2 24 B 5 29 19.2
857 110 BH 12.318288 H233B 2023-04-17 H2 33 B 4 7 6.2
858 110 BH 12.318288 H110C 2023-04-17 H1 10 C 6 11 18.3
859 110 BH 12.318288 H223C 2023-04-17 H2 23 C 7 22 11.8
860 110 BH 12.318288 J14B 2023-04-17 J1 4 B 2 4 12.9
861 110 BH 12.318288 J119B 2023-04-17 J1 19 B 3 11 12.0
862 110 BH 12.318288 J233A 2023-04-17 J2 33 A 3 2 9.0
863 110 BH 12.318288 J237B 2023-04-17 J2 37 B 1 7 18.4
864 110 BH 12.318288 J19C 2023-04-17 J1 9 C 5 30 9.8
865 110 BH 12.318288 J110C 2023-04-17 J1 10 C 3 1 13.4
866 110 BH 12.318288 J119C 2023-04-17 J1 19 C 5 20 18.4
867 110 BH 12.318288 J223D 2023-04-17 J2 23 D 4 9 6.1
868 110 BH 12.318288 J225D 2023-04-17 J2 25 D 2 5 8.8
869 110 BH 12.318288 J230C 2023-04-17 J2 30 C 4 14 13.1
870 110 BH 12.318288 J231D 2023-04-17 J2 31 D 7 14 11.2
871 110 BH 12.318288 J232D 2023-04-17 J2 32 D 3 12 10.8
872 110 BH 12.318288 L110A 2023-04-17 L1 10 A 2 14 11.1
873 110 BH 12.318288 L14D 2023-04-17 L1 4 D 4 10 14.4
874 110 BH 12.318288 L113C 2023-04-17 L1 13 C 3 13 16.0
875 110 BH 12.318288 L113D 2023-04-17 L1 13 D 5 22 12.4
876 110 BH 12.318288 L228D 2023-04-17 L2 28 D 2 7 7.1
877 110 BH 12.318288 L229D 2023-04-17 L2 29 D 3 14 5.6
878 110 BH 12.318288 L240D 2023-04-17 L2 40 D 7 13 11.8
879 110 BH 12.318288 L241D 2023-04-17 L2 41 D 4 1 6.9
880 110 DPR 19.440602 F16C 2023-04-17 F1 6 C 6 9 16.1
881 110 DPR 19.440602 H117B 2023-04-17 H1 17 B 5 2 42.7
882 110 DPR 19.440602 H225C 2023-04-17 H2 25 C 2 6 36.2
883 110 DPR 19.440602 J16B 2023-04-17 J1 6 B 6 10 24.5
884 111 CC 14.596189 <NA> <NA> <NA> NA <NA> <NA> NA NA
885 111 BH 13.114533 <NA> <NA> <NA> NA <NA> <NA> NA NA
886 111 DPR 20.102806 <NA> <NA> <NA> NA <NA> <NA> NA NA
887 112 CC 14.984914 <NA> <NA> <NA> NA <NA> <NA> NA NA
888 112 BH 13.349971 <NA> <NA> <NA> NA <NA> <NA> NA NA
889 112 DPR 21.234189 <NA> <NA> <NA> NA <NA> <NA> NA NA
890 113 CC 15.368785 <NA> <NA> <NA> NA <NA> <NA> NA NA
891 113 BH 13.668082 <NA> <NA> <NA> NA <NA> <NA> NA NA
892 113 DPR 21.784671 <NA> <NA> <NA> NA <NA> <NA> NA NA
893 114 CC 16.574341 <NA> <NA> <NA> NA <NA> <NA> NA NA
894 114 BH 14.612022 <NA> <NA> <NA> NA <NA> <NA> NA NA
895 114 DPR 22.674816 <NA> <NA> <NA> NA <NA> <NA> NA NA
896 115 CC 17.282482 <NA> <NA> <NA> NA <NA> <NA> NA NA
897 115 BH 14.791267 <NA> <NA> <NA> NA <NA> <NA> NA NA
898 115 DPR 23.194299 <NA> <NA> <NA> NA <NA> <NA> NA NA
899 116 CC 17.065289 <NA> <NA> <NA> NA <NA> <NA> NA NA
900 116 BH 15.272846 <NA> <NA> <NA> NA <NA> <NA> NA NA
901 116 DPR 24.656664 <NA> <NA> <NA> NA <NA> <NA> NA NA
902 117 CC 17.878895 H111B 2023-04-24 H1 11 B 7 2 27.1
903 117 CC 17.878895 H115B 2023-04-24 H1 15 B 3 3 37.0
904 117 CC 17.878895 H116A 2023-04-24 H1 16 A 4 10 15.9
905 117 BH 15.991544 D226B 2023-04-24 D2 26 B 5 15 15.9
906 117 BH 15.991544 D230B 2023-04-24 D2 30 B 4 3 12.6
907 117 BH 15.991544 D119D 2023-04-24 D1 19 D 5 9 2.1
908 117 BH 15.991544 D229C 2023-04-24 D2 29 C 4 13 8.1
909 117 BH 15.991544 D229D 2023-04-24 D2 29 D 2 9 10.9
910 117 BH 15.991544 D235D 2023-04-24 D2 35 D 3 6 16.3
911 117 BH 15.991544 F115A 2023-04-24 F1 15 A 6 9 33.1
912 117 BH 15.991544 F229B 2023-04-24 F2 29 B 4 5 9.1
913 117 BH 15.991544 F240B 2023-04-24 F2 40 B 5 12 10.1
914 117 BH 15.991544 F235D 2023-04-24 F2 35 D 2 1 1.8
915 117 BH 15.991544 H14B 2023-04-24 H1 4 B 2 12 14.9
916 117 BH 15.991544 H18B 2023-04-24 H1 8 B 3 9 21.4
917 117 BH 15.991544 H114A 2023-04-24 H1 14 A 5 3 17.5
918 117 BH 15.991544 H224B 2023-04-24 H2 24 B 5 29 28.3
919 117 BH 15.991544 H233B 2023-04-24 H2 33 B 4 7 13.7
920 117 BH 15.991544 H110C 2023-04-24 H1 10 C 6 11 24.4
921 117 BH 15.991544 H223C 2023-04-24 H2 23 C 7 22 12.2
922 117 BH 15.991544 J14B 2023-04-24 J1 4 B 2 4 5.2
923 117 BH 15.991544 J119B 2023-04-24 J1 19 B 3 11 11.9
924 117 BH 15.991544 J233A 2023-04-24 J2 33 A 3 2 7.9
925 117 BH 15.991544 J237B 2023-04-24 J2 37 B 1 7 25.3
926 117 BH 15.991544 J110C 2023-04-24 J1 10 C 3 1 14.8
927 117 BH 15.991544 J119C 2023-04-24 J1 19 C 5 20 28.3
928 117 BH 15.991544 J223D 2023-04-24 J2 23 D 4 9 8.4
929 117 BH 15.991544 J225D 2023-04-24 J2 25 D 2 5 14.1
930 117 BH 15.991544 J230C 2023-04-24 J2 30 C 4 14 15.3
931 117 BH 15.991544 J231D 2023-04-24 J2 31 D 7 14 10.6
932 117 BH 15.991544 J232D 2023-04-24 J2 32 D 3 12 19.2
933 117 BH 15.991544 L110A 2023-04-24 L1 10 A 2 14 14.4
934 117 BH 15.991544 L14D 2023-04-24 L1 4 D 4 10 20.6
935 117 BH 15.991544 L113C 2023-04-24 L1 13 C 3 13 27.7
936 117 BH 15.991544 L113D 2023-04-24 L1 13 D 5 22 17.5
937 117 BH 15.991544 L228D 2023-04-24 L2 28 D 2 7 6.9
938 117 BH 15.991544 L229D 2023-04-24 L2 29 D 3 14 11.8
939 117 BH 15.991544 L240D 2023-04-24 L2 40 D 7 13 14.1
940 117 BH 15.991544 L241D 2023-04-24 L2 41 D 4 1 12.3
941 117 DPR 25.456961 F16C 2023-04-24 F1 6 C 6 9 16.0
942 117 DPR 25.456961 H117B 2023-04-24 H1 17 B 5 2 42.3
943 117 DPR 25.456961 H225C 2023-04-24 H2 25 C 2 6 36.1
944 117 DPR 25.456961 J16B 2023-04-24 J1 6 B 6 10 26.7
945 118 CC 18.598172 <NA> <NA> <NA> NA <NA> <NA> NA NA
946 118 BH 16.563027 <NA> <NA> <NA> NA <NA> <NA> NA NA
947 118 DPR 26.663001 <NA> <NA> <NA> NA <NA> <NA> NA NA
948 119 CC 19.364915 <NA> <NA> <NA> NA <NA> <NA> NA NA
949 119 BH 17.142898 <NA> <NA> <NA> NA <NA> <NA> NA NA
950 119 DPR 27.538988 <NA> <NA> <NA> NA <NA> <NA> NA NA
951 120 CC 19.996646 <NA> <NA> <NA> NA <NA> <NA> NA NA
952 120 BH 17.764244 <NA> <NA> <NA> NA <NA> <NA> NA NA
953 120 DPR 28.327148 <NA> <NA> <NA> NA <NA> <NA> NA NA
954 121 CC 20.951338 <NA> <NA> <NA> NA <NA> <NA> NA NA
955 121 BH 18.036483 <NA> <NA> <NA> NA <NA> <NA> NA NA
956 121 DPR 29.721795 <NA> <NA> <NA> NA <NA> <NA> NA NA
957 122 CC 21.328928 <NA> <NA> <NA> NA <NA> <NA> NA NA
958 122 BH 18.949765 <NA> <NA> <NA> NA <NA> <NA> NA NA
959 122 DPR 31.203732 <NA> <NA> <NA> NA <NA> <NA> NA NA
960 123 CC 22.019455 <NA> <NA> <NA> NA <NA> <NA> NA NA
961 123 BH 19.625868 <NA> <NA> <NA> NA <NA> <NA> NA NA
962 123 DPR 31.904276 <NA> <NA> <NA> NA <NA> <NA> NA NA
963 124 CC 22.980478 H111B 2023-05-01 H1 11 B 7 2 15.5
964 124 CC 22.980478 H115B 2023-05-01 H1 15 B 3 3 34.7
965 124 CC 22.980478 H116A 2023-05-01 H1 16 A 4 10 13.5
966 124 BH 20.192369 D226B 2023-05-01 D2 26 B 5 15 20.5
967 124 BH 20.192369 D230B 2023-05-01 D2 30 B 4 3 17.2
968 124 BH 20.192369 D119D 2023-05-01 D1 19 D 5 9 3.1
969 124 BH 20.192369 D229C 2023-05-01 D2 29 C 4 13 10.8
970 124 BH 20.192369 D229D 2023-05-01 D2 29 D 2 9 13.1
971 124 BH 20.192369 D235D 2023-05-01 D2 35 D 3 6 3.9
972 124 BH 20.192369 F115A 2023-05-01 F1 15 A 6 9 42.5
973 124 BH 20.192369 F229B 2023-05-01 F2 29 B 4 5 12.5
974 124 BH 20.192369 F240B 2023-05-01 F2 40 B 5 12 16.5
975 124 BH 20.192369 F235D 2023-05-01 F2 35 D 2 1 10.2
976 124 BH 20.192369 H14B 2023-05-01 H1 4 B 2 12 18.6
977 124 BH 20.192369 H18B 2023-05-01 H1 8 B 3 9 30.5
978 124 BH 20.192369 H114A 2023-05-01 H1 14 A 5 3 19.5
979 124 BH 20.192369 H224B 2023-05-01 H2 24 B 5 29 38.4
980 124 BH 20.192369 H233B 2023-05-01 H2 33 B 4 7 19.1
981 124 BH 20.192369 H110C 2023-05-01 H1 10 C 6 11 29.9
982 124 BH 20.192369 H223C 2023-05-01 H2 23 C 7 22 12.1
983 124 BH 20.192369 J14B 2023-05-01 J1 4 B 2 4 11.5
984 124 BH 20.192369 J119B 2023-05-01 J1 19 B 3 11 18.4
985 124 BH 20.192369 J233A 2023-05-01 J2 33 A 3 2 9.5
986 124 BH 20.192369 J237B 2023-05-01 J2 37 B 1 7 33.0
987 124 BH 20.192369 J110C 2023-05-01 J1 10 C 3 1 31.5
988 124 BH 20.192369 J119C 2023-05-01 J1 19 C 5 20 44.3
989 124 BH 20.192369 J223D 2023-05-01 J2 23 D 4 9 10.2
990 124 BH 20.192369 J225D 2023-05-01 J2 25 D 2 5 17.0
991 124 BH 20.192369 J230C 2023-05-01 J2 30 C 4 14 23.5
992 124 BH 20.192369 J231D 2023-05-01 J2 31 D 7 14 10.5
993 124 BH 20.192369 J232D 2023-05-01 J2 32 D 3 12 23.5
994 124 BH 20.192369 L110A 2023-05-01 L1 10 A 2 14 21.0
995 124 BH 20.192369 L14D 2023-05-01 L1 4 D 4 10 24.7
996 124 BH 20.192369 L113C 2023-05-01 L1 13 C 3 13 50.6
997 124 BH 20.192369 L113D 2023-05-01 L1 13 D 5 22 21.1
998 124 BH 20.192369 L228D 2023-05-01 L2 28 D 2 7 7.5
999 124 BH 20.192369 L229D 2023-05-01 L2 29 D 3 14 16.5
1000 124 BH 20.192369 L240D 2023-05-01 L2 40 D 7 13 15.0
1001 124 BH 20.192369 L241D 2023-05-01 L2 41 D 4 1 16.5
1002 124 DPR 33.059192 F16C 2023-05-01 F1 6 C 6 9 17.0
1003 124 DPR 33.059192 H117B 2023-05-01 H1 17 B 5 2 42.4
1004 124 DPR 33.059192 J16B 2023-05-01 J1 6 B 6 10 23.5
1005 125 CC 23.829158 <NA> <NA> <NA> NA <NA> <NA> NA NA
1006 125 BH 20.901241 <NA> <NA> <NA> NA <NA> <NA> NA NA
1007 125 DPR 34.563889 <NA> <NA> <NA> NA <NA> <NA> NA NA
1008 126 CC 24.562509 <NA> <NA> <NA> NA <NA> <NA> NA NA
1009 126 BH 21.545037 <NA> <NA> <NA> NA <NA> <NA> NA NA
1010 126 DPR 35.559782 <NA> <NA> <NA> NA <NA> <NA> NA NA
1011 127 CC 25.882807 <NA> <NA> <NA> NA <NA> <NA> NA NA
1012 127 BH 22.143322 <NA> <NA> <NA> NA <NA> <NA> NA NA
1013 127 DPR 36.798499 <NA> <NA> <NA> NA <NA> <NA> NA NA
1014 128 CC 26.097965 <NA> <NA> <NA> NA <NA> <NA> NA NA
1015 128 BH 23.121734 <NA> <NA> <NA> NA <NA> <NA> NA NA
1016 128 DPR 37.936337 <NA> <NA> <NA> NA <NA> <NA> NA NA
1017 129 CC 26.943909 <NA> <NA> <NA> NA <NA> <NA> NA NA
1018 129 BH 23.543188 <NA> <NA> <NA> NA <NA> <NA> NA NA
1019 129 DPR 39.534618 <NA> <NA> <NA> NA <NA> <NA> NA NA
1020 130 CC 28.060317 <NA> <NA> <NA> NA <NA> <NA> NA NA
1021 130 BH 24.673691 <NA> <NA> <NA> NA <NA> <NA> NA NA
1022 130 DPR 41.134888 <NA> <NA> <NA> NA <NA> <NA> NA NA
1023 131 CC 29.187596 H116A 2023-05-08 H1 16 A 4 10 15.1
1024 131 BH 25.238720 D226B 2023-05-08 D2 26 B 5 15 23.1
1025 131 BH 25.238720 D230B 2023-05-08 D2 30 B 4 3 22.1
1026 131 BH 25.238720 D119D 2023-05-08 D1 19 D 5 9 3.1
1027 131 BH 25.238720 D229C 2023-05-08 D2 29 C 4 13 13.3
1028 131 BH 25.238720 D229D 2023-05-08 D2 29 D 2 9 15.8
1029 131 BH 25.238720 D235D 2023-05-08 D2 35 D 3 6 35.2
1030 131 BH 25.238720 F115A 2023-05-08 F1 15 A 6 9 51.3
1031 131 BH 25.238720 F229B 2023-05-08 F2 29 B 4 5 14.6
1032 131 BH 25.238720 F240B 2023-05-08 F2 40 B 5 12 18.7
1033 131 BH 25.238720 F235D 2023-05-08 F2 35 D 2 1 12.2
1034 131 BH 25.238720 H14B 2023-05-08 H1 4 B 2 12 20.8
1035 131 BH 25.238720 H18B 2023-05-08 H1 8 B 3 9 36.1
1036 131 BH 25.238720 H114A 2023-05-08 H1 14 A 5 3 21.6
1037 131 BH 25.238720 H224B 2023-05-08 H2 24 B 5 29 48.3
1038 131 BH 25.238720 H233B 2023-05-08 H2 33 B 4 7 20.8
1039 131 BH 25.238720 H110C 2023-05-08 H1 10 C 6 11 34.0
1040 131 BH 25.238720 H223C 2023-05-08 H2 23 C 7 22 12.1
1041 131 BH 25.238720 J14B 2023-05-08 J1 4 B 2 4 4.4
1042 131 BH 25.238720 J119B 2023-05-08 J1 19 B 3 11 18.6
1043 131 BH 25.238720 J233A 2023-05-08 J2 33 A 3 2 5.7
1044 131 BH 25.238720 J237B 2023-05-08 J2 37 B 1 7 39.2
1045 131 BH 25.238720 J110C 2023-05-08 J1 10 C 3 1 33.1
1046 131 BH 25.238720 J119C 2023-05-08 J1 19 C 5 20 60.5
1047 131 BH 25.238720 J223D 2023-05-08 J2 23 D 4 9 13.2
1048 131 BH 25.238720 J225D 2023-05-08 J2 25 D 2 5 20.4
1049 131 BH 25.238720 J230C 2023-05-08 J2 30 C 4 14 24.6
1050 131 BH 25.238720 J231D 2023-05-08 J2 31 D 7 14 8.9
1051 131 BH 25.238720 J232D 2023-05-08 J2 32 D 3 12 24.0
1052 131 BH 25.238720 L110A 2023-05-08 L1 10 A 2 14 23.3
1053 131 BH 25.238720 L14D 2023-05-08 L1 4 D 4 10 27.3
1054 131 BH 25.238720 L113C 2023-05-08 L1 13 C 3 13 65.9
1055 131 BH 25.238720 L113D 2023-05-08 L1 13 D 5 22 21.2
1056 131 BH 25.238720 L228D 2023-05-08 L2 28 D 2 7 5.0
1057 131 BH 25.238720 L229D 2023-05-08 L2 29 D 3 14 17.8
1058 131 BH 25.238720 L240D 2023-05-08 L2 40 D 7 13 14.1
1059 131 BH 25.238720 L241D 2023-05-08 L2 41 D 4 1 11.5
1060 131 DPR 42.506376 H117B 2023-05-08 H1 17 B 5 2 42.2
1061 132 CC 30.298348 <NA> <NA> <NA> NA <NA> <NA> NA NA
1062 132 BH 26.397878 <NA> <NA> <NA> NA <NA> <NA> NA NA
1063 132 DPR 43.996632 <NA> <NA> <NA> NA <NA> <NA> NA NA
1064 133 CC 30.952394 <NA> <NA> <NA> NA <NA> <NA> NA NA
1065 133 BH 26.882530 <NA> <NA> <NA> NA <NA> <NA> NA NA
1066 133 DPR 45.612730 <NA> <NA> <NA> NA <NA> <NA> NA NA
1067 134 CC 32.107878 <NA> <NA> <NA> NA <NA> <NA> NA NA
1068 134 BH 27.963245 <NA> <NA> <NA> NA <NA> <NA> NA NA
1069 134 DPR 46.709056 <NA> <NA> <NA> NA <NA> <NA> NA NA
1070 135 CC 32.877267 <NA> <NA> <NA> NA <NA> <NA> NA NA
1071 135 BH 28.593949 <NA> <NA> <NA> NA <NA> <NA> NA NA
1072 135 DPR 47.995706 <NA> <NA> <NA> NA <NA> <NA> NA NA
1073 136 CC 33.739528 <NA> <NA> <NA> NA <NA> <NA> NA NA
1074 136 BH 29.542303 <NA> <NA> <NA> NA <NA> <NA> NA NA
1075 136 DPR 49.916577 <NA> <NA> <NA> NA <NA> <NA> NA NA
1076 137 CC 34.923623 <NA> <NA> <NA> NA <NA> <NA> NA NA
1077 137 BH 30.122098 <NA> <NA> <NA> NA <NA> <NA> NA NA
1078 137 DPR 51.429858 <NA> <NA> <NA> NA <NA> <NA> NA NA
1079 138 CC 35.660916 <NA> <NA> <NA> NA <NA> <NA> NA NA
1080 138 BH 31.196302 <NA> <NA> <NA> NA <NA> <NA> NA NA
1081 138 DPR 52.695856 <NA> <NA> <NA> NA <NA> <NA> NA NA
1082 139 CC 36.823764 <NA> <NA> <NA> NA <NA> <NA> NA NA
1083 139 BH 32.127654 <NA> <NA> <NA> NA <NA> <NA> NA NA
1084 139 DPR 54.657727 <NA> <NA> <NA> NA <NA> <NA> NA NA
1085 140 CC 37.850210 <NA> <NA> <NA> NA <NA> <NA> NA NA
1086 140 BH 33.075873 <NA> <NA> <NA> NA <NA> <NA> NA NA
1087 140 DPR 56.026651 <NA> <NA> <NA> NA <NA> <NA> NA NA
1088 141 CC 38.871460 <NA> <NA> <NA> NA <NA> <NA> NA NA
1089 141 BH 34.197833 <NA> <NA> <NA> NA <NA> <NA> NA NA
1090 141 DPR 57.420682 <NA> <NA> <NA> NA <NA> <NA> NA NA
1091 142 CC 39.953462 <NA> <NA> <NA> NA <NA> <NA> NA NA
1092 142 BH 34.706582 <NA> <NA> <NA> NA <NA> <NA> NA NA
1093 142 DPR 59.065748 <NA> <NA> <NA> NA <NA> <NA> NA NA
1094 143 CC 41.037084 <NA> <NA> <NA> NA <NA> <NA> NA NA
1095 143 BH 35.568389 <NA> <NA> <NA> NA <NA> <NA> NA NA
1096 143 DPR 60.919146 <NA> <NA> <NA> NA <NA> <NA> NA NA
1097 144 CC 42.137516 <NA> <NA> <NA> NA <NA> <NA> NA NA
1098 144 BH 36.389452 <NA> <NA> <NA> NA <NA> <NA> NA NA
1099 144 DPR 62.641743 <NA> <NA> <NA> NA <NA> <NA> NA NA
1100 145 CC 43.366689 <NA> <NA> <NA> NA <NA> <NA> NA NA
1101 145 BH 37.669593 <NA> <NA> <NA> NA <NA> <NA> NA NA
1102 145 DPR 64.242879 <NA> <NA> <NA> NA <NA> <NA> NA NA
1103 146 CC 44.541872 <NA> <NA> <NA> NA <NA> <NA> NA NA
1104 146 BH 38.567430 <NA> <NA> <NA> NA <NA> <NA> NA NA
1105 146 DPR 65.630037 <NA> <NA> <NA> NA <NA> <NA> NA NA
1106 147 CC 45.444569 <NA> <NA> <NA> NA <NA> <NA> NA NA
1107 147 BH 39.422887 <NA> <NA> <NA> NA <NA> <NA> NA NA
1108 147 DPR 67.617845 <NA> <NA> <NA> NA <NA> <NA> NA NA
1109 148 CC 46.666651 <NA> <NA> <NA> NA <NA> <NA> NA NA
1110 148 BH 40.206033 <NA> <NA> <NA> NA <NA> <NA> NA NA
1111 148 DPR 68.903683 <NA> <NA> <NA> NA <NA> <NA> NA NA
1112 149 CC 47.288076 <NA> <NA> <NA> NA <NA> <NA> NA NA
1113 149 BH 41.310744 <NA> <NA> <NA> NA <NA> <NA> NA NA
1114 149 DPR 70.554517 <NA> <NA> <NA> NA <NA> <NA> NA NA
1115 150 CC 48.363093 <NA> <NA> <NA> NA <NA> <NA> NA NA
1116 150 BH 42.133949 <NA> <NA> <NA> NA <NA> <NA> NA NA
1117 150 DPR 72.445219 <NA> <NA> <NA> NA <NA> <NA> NA NA
1118 151 CC 49.780894 <NA> <NA> <NA> NA <NA> <NA> NA NA
1119 151 BH 43.130438 <NA> <NA> <NA> NA <NA> <NA> NA NA
1120 151 DPR 73.969456 <NA> <NA> <NA> NA <NA> <NA> NA NA
1121 152 CC 50.666027 <NA> <NA> <NA> NA <NA> <NA> NA NA
1122 152 BH 43.666691 <NA> <NA> <NA> NA <NA> <NA> NA NA
1123 152 DPR 75.740001 <NA> <NA> <NA> NA <NA> <NA> NA NA
1124 153 CC 51.951086 <NA> <NA> <NA> NA <NA> <NA> NA NA
1125 153 BH 44.869288 <NA> <NA> <NA> NA <NA> <NA> NA NA
1126 153 DPR 77.005471 <NA> <NA> <NA> NA <NA> <NA> NA NA
1127 154 CC 52.510411 <NA> <NA> <NA> NA <NA> <NA> NA NA
1128 154 BH 45.680591 <NA> <NA> <NA> NA <NA> <NA> NA NA
1129 154 DPR 78.770275 <NA> <NA> <NA> NA <NA> <NA> NA NA
1130 155 CC 54.278327 <NA> <NA> <NA> NA <NA> <NA> NA NA
1131 155 BH 46.380003 <NA> <NA> <NA> NA <NA> <NA> NA NA
1132 155 DPR 80.366905 <NA> <NA> <NA> NA <NA> <NA> NA NA
1133 156 CC 54.625418 <NA> <NA> <NA> NA <NA> <NA> NA NA
1134 156 BH 47.619006 <NA> <NA> <NA> NA <NA> <NA> NA NA
1135 156 DPR 81.784463 <NA> <NA> <NA> NA <NA> <NA> NA NA
1136 157 CC 55.572277 <NA> <NA> <NA> NA <NA> <NA> NA NA
1137 157 BH 48.121739 <NA> <NA> <NA> NA <NA> <NA> NA NA
1138 157 DPR 83.408759 <NA> <NA> <NA> NA <NA> <NA> NA NA
1139 158 CC 56.972035 <NA> <NA> <NA> NA <NA> <NA> NA NA
1140 158 BH 49.071728 <NA> <NA> <NA> NA <NA> <NA> NA NA
1141 158 DPR 84.916182 <NA> <NA> <NA> NA <NA> <NA> NA NA
1142 159 CC 57.733157 <NA> <NA> <NA> NA <NA> <NA> NA NA
1143 159 BH 50.085899 D226B 2023-06-05 D2 26 B 5 15 77.4
1144 159 BH 50.085899 D230B 2023-06-05 D2 30 B 4 3 52.1
1145 159 BH 50.085899 D229C 2023-06-05 D2 29 C 4 13 23.7
1146 159 BH 50.085899 D229D 2023-06-05 D2 29 D 2 9 34.5
1147 159 BH 50.085899 D235D 2023-06-05 D2 35 D 3 6 80.5
1148 159 BH 50.085899 F115A 2023-06-05 F1 15 A 6 9 88.9
1149 159 BH 50.085899 F229B 2023-06-05 F2 29 B 4 5 26.3
1150 159 BH 50.085899 F240B 2023-06-05 F2 40 B 5 12 47.0
1151 159 BH 50.085899 F235D 2023-06-05 F2 35 D 2 1 37.5
1152 159 BH 50.085899 H14B 2023-06-05 H1 4 B 2 12 28.2
1153 159 BH 50.085899 H18B 2023-06-05 H1 8 B 3 9 76.1
1154 159 BH 50.085899 H114A 2023-06-05 H1 14 A 5 3 19.9
1155 159 BH 50.085899 H224B 2023-06-05 H2 24 B 5 29 70.8
1156 159 BH 50.085899 H233B 2023-06-05 H2 33 B 4 7 21.1
1157 159 BH 50.085899 H110C 2023-06-05 H1 10 C 6 11 44.8
1158 159 BH 50.085899 J119B 2023-06-05 J1 19 B 3 11 31.9
1159 159 BH 50.085899 J237B 2023-06-05 J2 37 B 1 7 39.9
1160 159 BH 50.085899 J110C 2023-06-05 J1 10 C 3 1 70.0
1161 159 BH 50.085899 J119C 2023-06-05 J1 19 C 5 20 102.4
1162 159 BH 50.085899 J223D 2023-06-05 J2 23 D 4 9 51.4
1163 159 BH 50.085899 J225D 2023-06-05 J2 25 D 2 5 71.0
1164 159 BH 50.085899 J230C 2023-06-05 J2 30 C 4 14 32.3
1165 159 BH 50.085899 J232D 2023-06-05 J2 32 D 3 12 27.8
1166 159 BH 50.085899 L110A 2023-06-05 L1 10 A 2 14 61.7
1167 159 BH 50.085899 L14D 2023-06-05 L1 4 D 4 10 77.6
1168 159 BH 50.085899 L113C 2023-06-05 L1 13 C 3 13 120.6
1169 159 BH 50.085899 L113D 2023-06-05 L1 13 D 5 22 58.9
1170 159 BH 50.085899 L229D 2023-06-05 L2 29 D 3 14 31.4
1171 159 BH 50.085899 L240D 2023-06-05 L2 40 D 7 13 19.7
1172 159 BH 50.085899 L241D 2023-06-05 L2 41 D 4 1 49.4
1173 159 DPR 85.902175 <NA> <NA> <NA> NA <NA> <NA> NA NA
1174 160 CC 58.310997 <NA> <NA> <NA> NA <NA> <NA> NA NA
1175 160 BH 50.620510 <NA> <NA> <NA> NA <NA> <NA> NA NA
1176 160 DPR 87.692400 <NA> <NA> <NA> NA <NA> <NA> NA NA
1177 161 CC 59.530560 <NA> <NA> <NA> NA <NA> <NA> NA NA
1178 161 BH 51.393821 <NA> <NA> <NA> NA <NA> <NA> NA NA
1179 161 DPR 89.118147 <NA> <NA> <NA> NA <NA> <NA> NA NA
1180 162 CC 60.792405 <NA> <NA> <NA> NA <NA> <NA> NA NA
1181 162 BH 52.307221 <NA> <NA> <NA> NA <NA> <NA> NA NA
1182 162 DPR 90.562057 <NA> <NA> <NA> NA <NA> <NA> NA NA
1183 163 CC 61.234103 <NA> <NA> <NA> NA <NA> <NA> NA NA
1184 163 BH 53.149802 <NA> <NA> <NA> NA <NA> <NA> NA NA
1185 163 DPR 92.080028 <NA> <NA> <NA> NA <NA> <NA> NA NA
1186 164 CC 62.209131 <NA> <NA> <NA> NA <NA> <NA> NA NA
1187 164 BH 53.733270 <NA> <NA> <NA> NA <NA> <NA> NA NA
1188 164 DPR 93.121142 <NA> <NA> <NA> NA <NA> <NA> NA NA
1189 165 CC 62.832858 <NA> <NA> <NA> NA <NA> <NA> NA NA
1190 165 BH 54.434346 <NA> <NA> <NA> NA <NA> <NA> NA NA
1191 165 DPR 94.418714 <NA> <NA> <NA> NA <NA> <NA> NA NA
1192 166 CC 63.637564 <NA> <NA> <NA> NA <NA> <NA> NA NA
1193 166 BH 55.233822 <NA> <NA> <NA> NA <NA> <NA> NA NA
1194 166 DPR 95.440624 <NA> <NA> <NA> NA <NA> <NA> NA NA
1195 167 CC 64.466386 <NA> <NA> <NA> NA <NA> <NA> NA NA
1196 167 BH 55.805459 <NA> <NA> <NA> NA <NA> <NA> NA NA
1197 167 DPR 96.809681 <NA> <NA> <NA> NA <NA> <NA> NA NA
1198 168 CC 65.057894 <NA> <NA> <NA> NA <NA> <NA> NA NA
1199 168 BH 56.316710 <NA> <NA> <NA> NA <NA> <NA> NA NA
1200 168 DPR 97.977634 <NA> <NA> <NA> NA <NA> <NA> NA NA
1201 169 CC 65.782181 <NA> <NA> <NA> NA <NA> <NA> NA NA
1202 169 BH 56.924255 <NA> <NA> <NA> NA <NA> <NA> NA NA
1203 169 DPR 98.605446 <NA> <NA> <NA> NA <NA> <NA> NA NA
1204 170 CC 66.296381 <NA> <NA> <NA> NA <NA> <NA> NA NA
1205 170 BH 57.311219 <NA> <NA> <NA> NA <NA> <NA> NA NA
1206 170 DPR 100.135224 <NA> <NA> <NA> NA <NA> <NA> NA NA
1207 171 CC 67.136209 <NA> <NA> <NA> NA <NA> <NA> NA NA
1208 171 BH 58.141660 <NA> <NA> <NA> NA <NA> <NA> NA NA
1209 171 DPR 101.072480 <NA> <NA> <NA> NA <NA> <NA> NA NA
1210 172 CC 67.922378 <NA> <NA> <NA> NA <NA> <NA> NA NA
1211 172 BH 58.303948 <NA> <NA> <NA> NA <NA> <NA> NA NA
1212 172 DPR 102.289417 <NA> <NA> <NA> NA <NA> <NA> NA NA
1213 173 CC 68.715501 <NA> <NA> <NA> NA <NA> <NA> NA NA
1214 173 BH 59.313891 <NA> <NA> <NA> NA <NA> <NA> NA NA
1215 173 DPR 102.600015 <NA> <NA> <NA> NA <NA> <NA> NA NA
1216 174 CC 69.016414 <NA> <NA> <NA> NA <NA> <NA> NA NA
1217 174 BH 59.459249 <NA> <NA> <NA> NA <NA> <NA> NA NA
1218 174 DPR 104.090764 <NA> <NA> <NA> NA <NA> <NA> NA NA
1219 175 CC 69.336516 <NA> <NA> <NA> NA <NA> <NA> NA NA
1220 175 BH 60.121786 <NA> <NA> <NA> NA <NA> <NA> NA NA
1221 175 DPR 104.873503 <NA> <NA> <NA> NA <NA> <NA> NA NA
1222 176 CC 69.800120 <NA> <NA> <NA> NA <NA> <NA> NA NA
1223 176 BH 60.617953 <NA> <NA> <NA> NA <NA> <NA> NA NA
1224 176 DPR 105.364535 <NA> <NA> <NA> NA <NA> <NA> NA NA
1225 177 CC 70.478293 <NA> <NA> <NA> NA <NA> <NA> NA NA
1226 177 BH 60.924538 <NA> <NA> <NA> NA <NA> <NA> NA NA
1227 177 DPR 106.117513 <NA> <NA> <NA> NA <NA> <NA> NA NA
1228 178 CC 70.938890 <NA> <NA> <NA> NA <NA> <NA> NA NA
1229 178 BH 60.904400 <NA> <NA> <NA> NA <NA> <NA> NA NA
1230 178 DPR 106.831206 <NA> <NA> <NA> NA <NA> <NA> NA NA
1231 179 CC 71.779977 <NA> <NA> <NA> NA <NA> <NA> NA NA
1232 179 BH 61.725652 <NA> <NA> <NA> NA <NA> <NA> NA NA
1233 179 DPR 107.007783 <NA> <NA> <NA> NA <NA> <NA> NA NA
1234 180 CC 71.879739 <NA> <NA> <NA> NA <NA> <NA> NA NA
1235 180 BH 61.509736 <NA> <NA> <NA> NA <NA> <NA> NA NA
1236 180 DPR 108.176172 <NA> <NA> <NA> NA <NA> <NA> NA NA
1237 181 CC 71.923660 <NA> <NA> <NA> NA <NA> <NA> NA NA
1238 181 BH 62.113706 <NA> <NA> <NA> NA <NA> <NA> NA NA
1239 181 DPR 108.647118 <NA> <NA> <NA> NA <NA> <NA> NA NA
1240 182 CC 72.356067 <NA> <NA> <NA> NA <NA> <NA> NA NA
1241 182 BH 62.707041 <NA> <NA> <NA> NA <NA> <NA> NA NA
1242 182 DPR 109.009752 <NA> <NA> <NA> NA <NA> <NA> NA NA
1243 183 CC 72.627308 <NA> <NA> <NA> NA <NA> <NA> NA NA
1244 183 BH 62.739367 <NA> <NA> <NA> NA <NA> <NA> NA NA
1245 183 DPR 109.543316 <NA> <NA> <NA> NA <NA> <NA> NA NA
1246 184 CC 72.992116 <NA> <NA> <NA> NA <NA> <NA> NA NA
1247 184 BH 63.047961 <NA> <NA> <NA> NA <NA> <NA> NA NA
1248 184 DPR 109.785786 <NA> <NA> <NA> NA <NA> <NA> NA NA
1249 185 CC 73.245853 <NA> <NA> <NA> NA <NA> <NA> NA NA
1250 185 BH 63.482200 <NA> <NA> <NA> NA <NA> <NA> NA NA
1251 185 DPR 110.206729 <NA> <NA> <NA> NA <NA> <NA> NA NA
1252 186 CC 73.570108 <NA> <NA> <NA> NA <NA> <NA> NA NA
1253 186 BH 63.409155 <NA> <NA> <NA> NA <NA> <NA> NA NA
1254 186 DPR 111.136038 <NA> <NA> <NA> NA <NA> <NA> NA NA
1255 187 CC 73.750035 <NA> <NA> <NA> NA <NA> <NA> NA NA
1256 187 BH 63.517974 D226B 2023-07-03 D2 26 B 5 15 67.4
1257 187 BH 63.517974 D230B 2023-07-03 D2 30 B 4 3 76.3
1258 187 BH 63.517974 D229C 2023-07-03 D2 29 C 4 13 26.9
1259 187 BH 63.517974 D229D 2023-07-03 D2 29 D 2 9 42.7
1260 187 BH 63.517974 D235D 2023-07-03 D2 35 D 3 6 83.2
1261 187 BH 63.517974 F115A 2023-07-03 F1 15 A 6 9 110.4
1262 187 BH 63.517974 F229B 2023-07-03 F2 29 B 4 5 34.3
1263 187 BH 63.517974 F240B 2023-07-03 F2 40 B 5 12 70.9
1264 187 BH 63.517974 F235D 2023-07-03 F2 35 D 2 1 67.8
1265 187 BH 63.517974 H18B 2023-07-03 H1 8 B 3 9 81.6
1266 187 BH 63.517974 H114A 2023-07-03 H1 14 A 5 3 18.7
1267 187 BH 63.517974 H224B 2023-07-03 H2 24 B 5 29 69.0
1268 187 BH 63.517974 H233B 2023-07-03 H2 33 B 4 7 18.0
1269 187 BH 63.517974 H110C 2023-07-03 H1 10 C 6 11 45.1
1270 187 BH 63.517974 J119B 2023-07-03 J1 19 B 3 11 32.1
1271 187 BH 63.517974 J110C 2023-07-03 J1 10 C 3 1 67.0
1272 187 BH 63.517974 J119C 2023-07-03 J1 19 C 5 20 101.0
1273 187 BH 63.517974 J223D 2023-07-03 J2 23 D 4 9 49.0
1274 187 BH 63.517974 J225D 2023-07-03 J2 25 D 2 5 82.0
1275 187 BH 63.517974 J230C 2023-07-03 J2 30 C 4 14 35.0
1276 187 BH 63.517974 J232D 2023-07-03 J2 32 D 3 12 29.0
1277 187 BH 63.517974 L110A 2023-07-03 L1 10 A 2 14 89.5
1278 187 BH 63.517974 L14D 2023-07-03 L1 4 D 4 10 92.5
1279 187 BH 63.517974 L113C 2023-07-03 L1 13 C 3 13 82.0
1280 187 BH 63.517974 L113D 2023-07-03 L1 13 D 5 22 113.0
1281 187 BH 63.517974 L229D 2023-07-03 L2 29 D 3 14 28.0
1282 187 BH 63.517974 L240D 2023-07-03 L2 40 D 7 13 17.0
1283 187 BH 63.517974 L241D 2023-07-03 L2 41 D 4 1 67.5
1284 187 DPR 111.376556 <NA> <NA> <NA> NA <NA> <NA> NA NA
1285 188 CC 74.037239 <NA> <NA> <NA> NA <NA> <NA> NA NA
1286 188 BH 63.996573 <NA> <NA> <NA> NA <NA> <NA> NA NA
1287 188 DPR 111.119063 <NA> <NA> <NA> NA <NA> <NA> NA NA
1288 189 CC 74.372764 <NA> <NA> <NA> NA <NA> <NA> NA NA
1289 189 BH 63.987599 <NA> <NA> <NA> NA <NA> <NA> NA NA
1290 189 DPR 111.677563 <NA> <NA> <NA> NA <NA> <NA> NA NA
1291 190 CC 74.057509 <NA> <NA> <NA> NA <NA> <NA> NA NA
1292 190 BH 64.356749 <NA> <NA> <NA> NA <NA> <NA> NA NA
1293 190 DPR 112.036224 <NA> <NA> <NA> NA <NA> <NA> NA NA
1294 191 CC 74.627057 <NA> <NA> <NA> NA <NA> <NA> NA NA
1295 191 BH 64.100148 <NA> <NA> <NA> NA <NA> <NA> NA NA
1296 191 DPR 112.562118 <NA> <NA> <NA> NA <NA> <NA> NA NA
1297 192 CC 74.792647 <NA> <NA> <NA> NA <NA> <NA> NA NA
1298 192 BH 64.309322 <NA> <NA> <NA> NA <NA> <NA> NA NA
1299 192 DPR 112.373866 <NA> <NA> <NA> NA <NA> <NA> NA NA
1300 193 CC 75.150504 <NA> <NA> <NA> NA <NA> <NA> NA NA
1301 193 BH 64.598085 <NA> <NA> <NA> NA <NA> <NA> NA NA
1302 193 DPR 112.545399 <NA> <NA> <NA> NA <NA> <NA> NA NA
1303 194 CC 74.957887 <NA> <NA> <NA> NA <NA> <NA> NA NA
1304 194 BH 64.645482 D226B 2023-07-10 D2 26 B 5 15 70.0
1305 194 BH 64.645482 D230B 2023-07-10 D2 30 B 4 3 73.0
1306 194 BH 64.645482 D229C 2023-07-10 D2 29 C 4 13 26.5
1307 194 BH 64.645482 D229D 2023-07-10 D2 29 D 2 9 43.0
1308 194 BH 64.645482 D235D 2023-07-10 D2 35 D 3 6 85.8
1309 194 BH 64.645482 F115A 2023-07-10 F1 15 A 6 9 113.2
1310 194 BH 64.645482 F229B 2023-07-10 F2 29 B 4 5 33.2
1311 194 BH 64.645482 F240B 2023-07-10 F2 40 B 5 12 71.6
1312 194 BH 64.645482 F235D 2023-07-10 F2 35 D 2 1 68.1
1313 194 BH 64.645482 H18B 2023-07-10 H1 8 B 3 9 82.2
1314 194 BH 64.645482 H224B 2023-07-10 H2 24 B 5 29 68.1
1315 194 BH 64.645482 H233B 2023-07-10 H2 33 B 4 7 23.5
1316 194 BH 64.645482 J223D 2023-07-10 J2 23 D 4 9 49.6
1317 194 BH 64.645482 J225D 2023-07-10 J2 25 D 2 5 77.0
1318 194 BH 64.645482 J230C 2023-07-10 J2 30 C 4 14 35.1
1319 194 BH 64.645482 J232D 2023-07-10 J2 32 D 3 12 30.5
1320 194 BH 64.645482 L110A 2023-07-10 L1 10 A 2 14 89.4
1321 194 BH 64.645482 L14D 2023-07-10 L1 4 D 4 10 95.6
1322 194 BH 64.645482 L113C 2023-07-10 L1 13 C 3 13 130.0
1323 194 BH 64.645482 L113D 2023-07-10 L1 13 D 5 22 96.1
1324 194 BH 64.645482 L240D 2023-07-10 L2 40 D 7 13 20.1
1325 194 BH 64.645482 L241D 2023-07-10 L2 41 D 4 1 68.4
1326 194 DPR 112.932658 <NA> <NA> <NA> NA <NA> <NA> NA NA
1327 195 CC 74.735035 <NA> <NA> <NA> NA <NA> <NA> NA NA
1328 195 BH 64.486604 <NA> <NA> <NA> NA <NA> <NA> NA NA
1329 195 DPR 113.043086 <NA> <NA> <NA> NA <NA> <NA> NA NA
1330 196 CC 75.123928 <NA> <NA> <NA> NA <NA> <NA> NA NA
1331 196 BH 65.006054 <NA> <NA> <NA> NA <NA> <NA> NA NA
1332 196 DPR 113.275804 <NA> <NA> <NA> NA <NA> <NA> NA NA
1333 197 CC 74.950744 <NA> <NA> <NA> NA <NA> <NA> NA NA
1334 197 BH 65.007157 <NA> <NA> <NA> NA <NA> <NA> NA NA
1335 197 DPR 113.409906 <NA> <NA> <NA> NA <NA> <NA> NA NA
1336 198 CC 75.390754 <NA> <NA> <NA> NA <NA> <NA> NA NA
1337 198 BH 65.004296 <NA> <NA> <NA> NA <NA> <NA> NA NA
1338 198 DPR 113.589558 <NA> <NA> <NA> NA <NA> <NA> NA NA
1339 199 CC 75.384622 <NA> <NA> <NA> NA <NA> <NA> NA NA
1340 199 BH 64.960507 <NA> <NA> <NA> NA <NA> <NA> NA NA
1341 199 DPR 113.362143 <NA> <NA> <NA> NA <NA> <NA> NA NA
1342 200 CC 75.463249 <NA> <NA> <NA> NA <NA> <NA> NA NA
1343 200 BH 64.914919 <NA> <NA> <NA> NA <NA> <NA> NA NA
1344 200 DPR 113.933741 <NA> <NA> <NA> NA <NA> <NA> NA NA
1345 201 CC 75.795368 <NA> <NA> <NA> NA <NA> <NA> NA NA
1346 201 BH 65.156515 D226B 2023-07-17 D2 26 B 5 15 68.2
1347 201 BH 65.156515 D230B 2023-07-17 D2 30 B 4 3 77.8
1348 201 BH 65.156515 D229C 2023-07-17 D2 29 C 4 13 25.7
1349 201 BH 65.156515 D229D 2023-07-17 D2 29 D 2 9 44.2
1350 201 BH 65.156515 D235D 2023-07-17 D2 35 D 3 6 83.6
1351 201 BH 65.156515 F115A 2023-07-17 F1 15 A 6 9 113.2
1352 201 BH 65.156515 F229B 2023-07-17 F2 29 B 4 5 34.3
1353 201 BH 65.156515 F240B 2023-07-17 F2 40 B 5 12 76.3
1354 201 BH 65.156515 F235D 2023-07-17 F2 35 D 2 1 68.8
1355 201 BH 65.156515 H18B 2023-07-17 H1 8 B 3 9 83.7
1356 201 BH 65.156515 H224B 2023-07-17 H2 24 B 5 29 70.3
1357 201 BH 65.156515 H233B 2023-07-17 H2 33 B 4 7 22.9
1358 201 BH 65.156515 J223D 2023-07-17 J2 23 D 4 9 50.8
1359 201 BH 65.156515 J225D 2023-07-17 J2 25 D 2 5 83.5
1360 201 BH 65.156515 J230C 2023-07-17 J2 30 C 4 14 41.6
1361 201 BH 65.156515 J232D 2023-07-17 J2 32 D 3 12 30.7
1362 201 BH 65.156515 L110A 2023-07-17 L1 10 A 2 14 90.0
1363 201 BH 65.156515 L14D 2023-07-17 L1 4 D 4 10 73.2
1364 201 BH 65.156515 L113C 2023-07-17 L1 13 C 3 13 107.6
1365 201 BH 65.156515 L241D 2023-07-17 L2 41 D 4 1 37.4
1366 201 DPR 113.922013 <NA> <NA> <NA> NA <NA> <NA> NA NA
1367 202 CC 75.306502 <NA> <NA> <NA> NA <NA> <NA> NA NA
1368 202 BH 65.510875 <NA> <NA> <NA> NA <NA> <NA> NA NA
1369 202 DPR 113.867763 <NA> <NA> <NA> NA <NA> <NA> NA NA
1370 203 CC 75.628981 <NA> <NA> <NA> NA <NA> <NA> NA NA
1371 203 BH 64.918779 <NA> <NA> <NA> NA <NA> <NA> NA NA
1372 203 DPR 114.115781 <NA> <NA> <NA> NA <NA> <NA> NA NA
1373 204 CC 75.640226 <NA> <NA> <NA> NA <NA> <NA> NA NA
1374 204 BH 65.274676 <NA> <NA> <NA> NA <NA> <NA> NA NA
1375 204 DPR 114.114973 <NA> <NA> <NA> NA <NA> <NA> NA NA
1376 205 CC 75.511065 <NA> <NA> <NA> NA <NA> <NA> NA NA
1377 205 BH 65.436566 <NA> <NA> <NA> NA <NA> <NA> NA NA
1378 205 DPR 113.648827 <NA> <NA> <NA> NA <NA> <NA> NA NA
1379 206 CC 75.701962 <NA> <NA> <NA> NA <NA> <NA> NA NA
1380 206 BH 65.552906 <NA> <NA> <NA> NA <NA> <NA> NA NA
1381 206 DPR 114.070903 <NA> <NA> <NA> NA <NA> <NA> NA NA
1382 207 CC 76.056240 <NA> <NA> <NA> NA <NA> <NA> NA NA
1383 207 BH 65.800849 <NA> <NA> <NA> NA <NA> <NA> NA NA
1384 207 DPR 114.395974 <NA> <NA> <NA> NA <NA> <NA> NA NA
1385 208 CC 76.029601 <NA> <NA> <NA> NA <NA> <NA> NA NA
1386 208 BH 65.129865 D226B 2023-07-24 D2 26 B 5 15 68.8
1387 208 BH 65.129865 D230B 2023-07-24 D2 30 B 4 3 79.3
1388 208 BH 65.129865 D229C 2023-07-24 D2 29 C 4 13 26.4
1389 208 BH 65.129865 D229D 2023-07-24 D2 29 D 2 9 44.8
1390 208 BH 65.129865 D235D 2023-07-24 D2 35 D 3 6 86.0
1391 208 BH 65.129865 F115A 2023-07-24 F1 15 A 6 9 109.9
1392 208 BH 65.129865 F229B 2023-07-24 F2 29 B 4 5 36.2
1393 208 BH 65.129865 F240B 2023-07-24 F2 40 B 5 12 75.1
1394 208 BH 65.129865 F235D 2023-07-24 F2 35 D 2 1 69.3
1395 208 BH 65.129865 H18B 2023-07-24 H1 8 B 3 9 81.7
1396 208 BH 65.129865 H224B 2023-07-24 H2 24 B 5 29 68.5
1397 208 BH 65.129865 H233B 2023-07-24 H2 33 B 4 7 22.8
1398 208 BH 65.129865 J225D 2023-07-24 J2 25 D 2 5 81.5
1399 208 BH 65.129865 J230C 2023-07-24 J2 30 C 4 14 32.8
1400 208 BH 65.129865 J232D 2023-07-24 J2 32 D 3 12 30.2
1401 208 BH 65.129865 L110A 2023-07-24 L1 10 A 2 14 91.2
1402 208 BH 65.129865 L14D 2023-07-24 L1 4 D 4 10 93.3
1403 208 BH 65.129865 L113C 2023-07-24 L1 13 C 3 13 89.8
1404 208 BH 65.129865 L113D 2023-07-24 L1 13 D 5 22 112.1
1405 208 BH 65.129865 L241D 2023-07-24 L2 41 D 4 1 69.6
1406 208 DPR 113.929124 <NA> <NA> <NA> NA <NA> <NA> NA NA
herbivory pred2
1 <NA> 4.205860
2 <NA> 3.796339
3 <NA> 3.926453
4 Y 3.998007
5 <NA> 4.301834
6 Y 3.983936
7 Y 4.078243
8 <NA> 4.156081
9 <NA> 3.968683
10 <NA> 4.166891
11 Y 4.369282
12 <NA> 4.022264
13 Y 4.222716
14 <NA> 3.955638
15 <NA> 3.939511
16 <NA> 4.026712
17 Y 4.104549
18 <NA> 4.068152
19 Y 3.871207
20 Y 4.228728
21 <NA> 4.066312
22 <NA> 3.920191
23 <NA> 3.575278
24 <NA> 4.444030
25 <NA> 4.129551
26 <NA> 4.286294
27 <NA> 4.258179
28 Y 3.918690
29 <NA> 3.752468
30 <NA> 4.070887
31 Y 4.058540
32 <NA> 4.308313
33 <NA> 4.254858
34 <NA> 3.650220
35 <NA> 3.952759
36 Y 4.138911
37 <NA> 3.841253
38 <NA> 4.053278
39 <NA> 3.952263
40 <NA> 3.831942
41 <NA> 3.938618
42 <NA> 3.959048
43 <NA> 3.930177
44 <NA> 3.782907
45 <NA> 3.867163
46 <NA> 4.136693
47 <NA> 3.823215
48 <NA> 4.041099
49 <NA> 3.880098
50 <NA> 3.669454
51 Y 4.029818
52 <NA> 3.764323
53 <NA> 4.072553
54 <NA> 4.139595
55 <NA> 4.036563
56 Y 4.086740
57 <NA> 4.089358
58 <NA> 4.032313
59 <NA> 3.990262
60 <NA> 4.345966
61 Y 4.139036
62 <NA> 3.912880
63 <NA> 4.041223
64 <NA> 3.865279
65 <NA> 3.975427
66 <NA> 3.968791
67 <NA> 4.105275
68 <NA> 3.805072
69 <NA> 4.089852
70 Y 3.813947
71 <NA> 4.154348
72 <NA> 3.992997
73 Y 4.058475
74 <NA> 4.093328
75 Y 4.019205
76 Y 4.152910
77 Y 4.175624
78 Y 4.311996
79 <NA> 4.059912
80 Y 3.966214
81 <NA> 3.940277
82 <NA> 4.379176
83 <NA> 4.144147
84 Y 3.960076
85 Y 3.924314
86 Y 4.076846
87 <NA> 4.171999
88 <NA> 4.215812
89 Y 3.821951
90 <NA> 4.119819
91 Y 3.824250
92 Y 4.078508
93 Y 3.935337
94 Y 3.830297
95 <NA> 3.969295
96 Y 3.931549
97 Y 3.526715
98 <NA> 4.003508
99 <NA> 3.880599
100 Y 3.920924
101 <NA> 4.022677
102 Y 4.101613
103 <NA> 3.960888
104 <NA> 4.064412
105 <NA> 3.834159
106 Y 4.219119
107 <NA> 3.967249
108 <NA> 3.944910
109 Y 3.930995
110 <NA> 3.989005
111 <NA> 4.351425
112 <NA> 4.066976
113 <NA> 3.927269
114 Y 3.938739
115 Y 4.271694
116 <NA> 3.972534
117 <NA> 4.150076
118 <NA> 3.928875
119 Y 4.058829
120 <NA> 3.916164
121 Y 3.824933
122 <NA> 3.748669
123 <NA> 3.897229
124 <NA> 4.140008
125 <NA> 4.280480
126 Y 4.158507
127 Y 4.384277
128 Y 4.396899
129 <NA> 4.218378
130 Y 4.368716
131 <NA> 4.227045
132 Y 4.086559
133 Y 3.664094
134 <NA> 4.192900
135 Y 4.195769
136 <NA> 4.010934
137 Y 4.116780
138 Y 3.923291
139 <NA> 3.886227
140 <NA> 4.033894
141 Y 4.033137
142 <NA> 3.789624
143 <NA> 4.233798
144 <NA> 3.850588
145 Y 4.236659
146 <NA> 4.563047
147 Y 3.900137
148 <NA> 4.264080
149 <NA> 4.048912
150 <NA> 4.099126
151 <NA> 3.999838
152 <NA> 3.903822
153 <NA> 3.535851
154 <NA> 4.295383
155 Y 4.061669
156 <NA> NA
157 <NA> NA
158 <NA> NA
159 <NA> NA
160 <NA> NA
161 <NA> NA
162 <NA> NA
163 <NA> NA
164 <NA> NA
165 <NA> NA
166 <NA> NA
167 <NA> NA
168 <NA> NA
169 <NA> NA
170 <NA> NA
171 <NA> NA
172 <NA> NA
173 <NA> NA
174 <NA> NA
175 <NA> NA
176 <NA> NA
177 <NA> NA
178 <NA> NA
179 <NA> NA
180 <NA> NA
181 <NA> NA
182 <NA> NA
183 <NA> NA
184 <NA> NA
185 <NA> NA
186 <NA> NA
187 <NA> NA
188 <NA> NA
189 <NA> NA
190 <NA> NA
191 <NA> NA
192 <NA> NA
193 <NA> NA
194 <NA> NA
195 <NA> NA
196 <NA> NA
197 <NA> NA
198 <NA> NA
199 <NA> NA
200 <NA> NA
201 <NA> NA
202 <NA> NA
203 <NA> NA
204 <NA> NA
205 <NA> NA
206 <NA> NA
207 <NA> NA
208 <NA> NA
209 <NA> NA
210 <NA> NA
211 <NA> NA
212 <NA> NA
213 <NA> NA
214 <NA> NA
215 <NA> NA
216 <NA> 3.991518
217 <NA> 3.871037
218 <NA> 4.111620
219 <NA> 4.295654
220 <NA> 3.844464
221 <NA> 3.709591
222 <NA> 4.116721
223 <NA> 3.870917
224 <NA> 4.081825
225 <NA> 4.067721
226 <NA> 4.472735
227 <NA> 4.335865
228 <NA> 4.199849
229 <NA> 4.456463
230 <NA> 4.057840
231 <NA> 3.863950
232 <NA> 3.964976
233 N 3.903375
234 <NA> 4.155100
235 <NA> 4.149848
236 <NA> 3.972280
237 <NA> 4.434937
238 <NA> 4.012542
239 <NA> 4.556279
240 <NA> 4.545502
241 <NA> 4.189870
242 <NA> 4.507618
243 <NA> 4.176324
244 <NA> 4.111282
245 <NA> 4.428505
246 <NA> 4.097193
247 <NA> 3.950230
248 <NA> 4.317527
249 <NA> 4.182111
250 <NA> 4.396654
251 <NA> 3.839319
252 <NA> 4.310906
253 <NA> 4.078813
254 <NA> 4.380617
255 <NA> 3.856398
256 <NA> 4.590169
257 <NA> 4.179395
258 <NA> 4.035345
259 <NA> 3.930816
260 <NA> 4.212682
261 <NA> 4.155242
262 <NA> 3.993742
263 <NA> 4.288010
264 <NA> 4.059431
265 <NA> 4.338470
266 <NA> 3.956925
267 <NA> 4.328111
268 <NA> 4.349685
269 <NA> 4.333354
270 <NA> 3.865040
271 <NA> 4.130006
272 <NA> 4.145059
273 <NA> 4.237650
274 N 4.095722
275 <NA> 3.976744
276 <NA> 4.511975
277 <NA> 4.499879
278 <NA> 4.129845
279 <NA> 4.089548
280 <NA> 4.606000
281 <NA> 4.031684
282 <NA> 3.883730
283 <NA> 3.822597
284 <NA> 3.720674
285 <NA> 4.173343
286 <NA> 4.261594
287 <NA> 4.138022
288 <NA> 4.218968
289 <NA> 3.991661
290 <NA> 3.945646
291 <NA> 4.404076
292 <NA> 4.180484
293 <NA> 4.231135
294 <NA> 4.052863
295 <NA> 3.941177
296 <NA> 3.840258
297 <NA> 3.954041
298 <NA> 4.122124
299 <NA> 3.855313
300 <NA> 3.977862
301 <NA> 4.003031
302 <NA> 4.121179
303 <NA> 4.325789
304 <NA> 4.006242
305 <NA> 4.161272
306 <NA> 4.079270
307 <NA> 4.306855
308 <NA> 4.326332
309 <NA> 4.260949
310 <NA> 4.248080
311 <NA> 4.012514
312 <NA> 4.347608
313 <NA> 4.017278
314 <NA> 4.182197
315 <NA> 4.251114
316 <NA> 3.858479
317 <NA> 4.440506
318 <NA> 4.028412
319 <NA> 3.972269
320 <NA> 4.434554
321 <NA> 3.952204
322 <NA> 4.103837
323 <NA> 4.110850
324 <NA> 4.117688
325 <NA> 4.013520
326 <NA> 3.699630
327 <NA> 3.882692
328 <NA> 4.107256
329 <NA> 4.082395
330 <NA> 3.982675
331 <NA> 4.117749
332 <NA> 4.006744
333 <NA> 3.735111
334 <NA> 4.244293
335 <NA> 3.967445
336 <NA> 4.283030
337 <NA> 4.334178
338 <NA> 3.981520
339 <NA> 4.376559
340 <NA> 4.292818
341 <NA> 4.175456
342 2 4.266109
343 <NA> NA
344 <NA> NA
345 <NA> NA
346 <NA> NA
347 <NA> NA
348 <NA> NA
349 <NA> NA
350 <NA> NA
351 <NA> NA
352 <NA> NA
353 <NA> NA
354 <NA> NA
355 <NA> NA
356 <NA> NA
357 <NA> NA
358 <NA> NA
359 <NA> NA
360 <NA> NA
361 <NA> NA
362 <NA> NA
363 <NA> NA
364 <NA> NA
365 <NA> NA
366 <NA> NA
367 <NA> NA
368 <NA> NA
369 <NA> NA
370 <NA> NA
371 <NA> NA
372 <NA> NA
373 <NA> NA
374 <NA> NA
375 <NA> NA
376 <NA> NA
377 <NA> NA
378 <NA> NA
379 <NA> NA
380 <NA> NA
381 <NA> NA
382 <NA> 4.814833
383 <NA> 4.474155
384 <NA> 4.515089
385 <NA> 4.583145
386 <NA> 4.578887
387 <NA> 4.640122
388 <NA> 4.672834
389 <NA> 4.589637
390 <NA> 4.451440
391 <NA> 4.366315
392 <NA> 4.476976
393 <NA> 4.280075
394 <NA> 4.493898
395 <NA> 4.631644
396 <NA> 4.575230
397 <NA> 4.327960
398 <NA> 4.504486
399 <NA> 4.678829
400 <NA> 4.373619
401 <NA> 4.566397
402 <NA> 4.390206
403 <NA> 4.119671
404 <NA> 4.531339
405 <NA> 4.182023
406 <NA> 4.634349
407 <NA> 4.328031
408 <NA> 4.224312
409 <NA> 4.521034
410 <NA> 4.566100
411 <NA> 4.243038
412 <NA> 4.552906
413 <NA> 4.325147
414 <NA> 4.321530
415 <NA> 4.264327
416 <NA> 4.626002
417 <NA> 4.225174
418 <NA> 4.219683
419 <NA> 4.583588
420 <NA> 4.517128
421 <NA> 4.357075
422 <NA> 4.425354
423 <NA> 4.323822
424 <NA> 4.500915
425 <NA> 4.695080
426 <NA> 4.572502
427 <NA> 4.835170
428 <NA> 4.541492
429 <NA> 4.424732
430 <NA> 4.158129
431 <NA> 4.795992
432 <NA> 4.390049
433 <NA> 4.410094
434 <NA> 4.309072
435 <NA> 4.620464
436 <NA> 4.367026
437 <NA> 4.443360
438 <NA> 4.613040
439 <NA> 4.441056
440 <NA> 4.745139
441 <NA> 4.245611
442 <NA> 4.292655
443 <NA> 4.710099
444 <NA> 4.421594
445 <NA> 4.067040
446 <NA> 4.853737
447 <NA> 4.253185
448 <NA> 4.448891
449 <NA> 4.212911
450 <NA> 4.494361
451 <NA> 4.402478
452 <NA> 4.199300
453 <NA> 4.789857
454 <NA> 4.211538
455 <NA> 4.508822
456 <NA> 4.605823
457 <NA> 4.692052
458 <NA> 4.537840
459 <NA> 4.360868
460 <NA> 4.396841
461 <NA> 4.464069
462 <NA> 4.765345
463 <NA> 4.731887
464 <NA> 4.317893
465 <NA> 4.620833
466 <NA> 4.591956
467 <NA> 4.995672
468 <NA> 5.003814
469 <NA> 4.823220
470 <NA> 4.605890
471 <NA> 4.578153
472 <NA> 4.885513
473 <NA> 4.906561
474 <NA> 4.914807
475 <NA> 4.734950
476 <NA> NA
477 <NA> NA
478 <NA> NA
479 <NA> NA
480 <NA> NA
481 <NA> NA
482 <NA> NA
483 <NA> NA
484 <NA> NA
485 <NA> NA
486 <NA> NA
487 <NA> NA
488 <NA> NA
489 <NA> NA
490 <NA> NA
491 <NA> NA
492 <NA> NA
493 <NA> NA
494 <NA> NA
495 <NA> NA
496 <NA> NA
497 <NA> NA
498 <NA> NA
499 <NA> NA
500 <NA> NA
501 <NA> NA
502 <NA> NA
503 <NA> NA
504 <NA> NA
505 <NA> NA
506 <NA> NA
507 <NA> NA
508 <NA> NA
509 <NA> NA
510 <NA> NA
511 <NA> NA
512 <NA> NA
513 <NA> NA
514 <NA> NA
515 <NA> 5.700533
516 <NA> 5.600874
517 <NA> 5.640983
518 <NA> 5.349059
519 <NA> 5.349432
520 <NA> 5.157335
521 <NA> 5.480632
522 <NA> 5.568130
523 <NA> 5.598492
524 <NA> 5.632051
525 <NA> 5.352134
526 <NA> 5.663278
527 <NA> 5.451533
528 <NA> 5.157956
529 <NA> 5.273777
530 <NA> 5.222730
531 <NA> 5.189449
532 <NA> 5.171091
533 <NA> 5.194670
534 <NA> 5.434768
535 <NA> 5.232679
536 <NA> 5.125214
537 <NA> 5.079366
538 <NA> 5.041921
539 <NA> 5.082263
540 <NA> 5.415455
541 <NA> 5.157884
542 <NA> 5.252326
543 <NA> 5.432417
544 <NA> 5.239270
545 <NA> 5.275286
546 <NA> 5.155576
547 <NA> 5.405964
548 <NA> 5.534177
549 <NA> 5.259326
550 <NA> 5.073481
551 <NA> 5.418345
552 <NA> 5.471626
553 <NA> 5.195893
554 <NA> 5.538252
555 <NA> 5.459515
556 <NA> 5.468355
557 <NA> 5.380998
558 <NA> 5.065075
559 <NA> 5.462305
560 <NA> 5.402515
561 <NA> 5.146772
562 <NA> 5.040351
563 <NA> 5.407088
564 <NA> 5.233550
565 <NA> 5.747026
566 <NA> 5.233359
567 <NA> 5.648286
568 <NA> 5.464880
569 <NA> 5.096133
570 <NA> 5.277781
571 <NA> 5.539862
572 <NA> 5.159951
573 <NA> 5.195746
574 <NA> 5.237172
575 <NA> 5.180285
576 <NA> 5.180749
577 <NA> 5.764127
578 <NA> 5.154133
579 <NA> 5.483589
580 <NA> 5.401604
581 <NA> 5.488415
582 <NA> 5.173245
583 <NA> 5.129888
584 <NA> 6.215643
585 <NA> 6.134307
586 <NA> 6.044461
587 <NA> 6.212898
588 <NA> 6.525253
589 <NA> 6.469152
590 <NA> 6.327194
591 <NA> 6.291526
592 <NA> 6.230008
593 <NA> NA
594 <NA> NA
595 <NA> NA
596 <NA> NA
597 <NA> NA
598 <NA> NA
599 <NA> NA
600 <NA> NA
601 <NA> NA
602 <NA> NA
603 <NA> NA
604 <NA> NA
605 <NA> NA
606 <NA> NA
607 <NA> NA
608 <NA> NA
609 <NA> NA
610 <NA> NA
611 N 6.756172
612 <NA> 6.519212
613 <NA> 6.325626
614 <NA> 6.245649
615 <NA> 6.565046
616 Y 6.591842
617 <NA> 6.320392
618 <NA> 6.313265
619 N 6.520100
620 N 6.461723
621 <NA> 6.389255
622 <NA> 6.376899
623 <NA> 5.874616
624 <NA> 6.079242
625 <NA> 5.985972
626 <NA> 6.077646
627 <NA> 6.296338
628 <NA> 5.861135
629 Y 6.223682
630 <NA> 6.229736
631 <NA> 6.110690
632 <NA> 6.236400
633 <NA> 6.098210
634 <NA> 6.411226
635 <NA> 6.439952
636 <NA> 5.687091
637 <NA> 6.256476
638 <NA> 6.142738
639 <NA> 5.937312
640 Y 6.185021
641 Y 6.296402
642 <NA> 6.048440
643 Y 6.104892
644 <NA> 6.153833
645 <NA> 6.192625
646 <NA> 6.154033
647 <NA> 5.836078
648 <NA> 5.874363
649 <NA> 6.027413
650 <NA> 6.477395
651 <NA> 6.009503
652 <NA> 5.873449
653 <NA> 5.922556
654 <NA> 6.310396
655 <NA> 5.983001
656 <NA> 6.036799
657 <NA> 6.324921
658 <NA> 6.281023
659 <NA> 6.049633
660 <NA> 5.958667
661 <NA> 6.200817
662 <NA> 6.272608
663 <NA> 5.953289
664 Y 6.259054
665 <NA> 6.174896
666 <NA> 6.138049
667 <NA> 7.649965
668 <NA> 7.532024
669 <NA> 7.425346
670 <NA> 7.549838
671 <NA> 7.451369
672 <NA> 7.513671
673 <NA> 7.681176
674 N 7.600269
675 <NA> NA
676 <NA> NA
677 <NA> NA
678 <NA> NA
679 <NA> NA
680 <NA> NA
681 <NA> NA
682 <NA> NA
683 <NA> NA
684 <NA> NA
685 <NA> NA
686 <NA> NA
687 <NA> NA
688 <NA> NA
689 <NA> NA
690 <NA> NA
691 <NA> NA
692 <NA> NA
693 <NA> NA
694 <NA> NA
695 <NA> NA
696 <NA> NA
697 <NA> NA
698 <NA> NA
699 <NA> NA
700 <NA> NA
701 <NA> NA
702 <NA> 8.538176
703 <NA> 8.600173
704 <NA> 8.439642
705 <NA> 8.813960
706 <NA> 8.538191
707 <NA> 8.168513
708 <NA> 7.932521
709 <NA> 8.109984
710 <NA> 7.858755
711 <NA> 8.113696
712 <NA> 7.872023
713 <NA> 7.829224
714 <NA> 7.736618
715 <NA> 8.441267
716 <NA> 8.034820
717 <NA> 7.590457
718 <NA> 8.122827
719 <NA> 8.110128
720 <NA> 7.968968
721 <NA> 7.801010
722 <NA> 7.849104
723 <NA> 7.442824
724 <NA> 8.166012
725 <NA> 7.864415
726 <NA> 8.177747
727 <NA> 8.008055
728 <NA> 7.902348
729 <NA> 8.057404
730 <NA> 7.889184
731 <NA> 7.901946
732 <NA> 8.213785
733 <NA> 7.859453
734 <NA> 8.293056
735 <NA> 7.903874
736 <NA> 7.757460
737 <NA> 7.977984
738 <NA> 7.873699
739 <NA> 8.099806
740 <NA> 7.959608
741 <NA> 8.005570
742 <NA> 7.991690
743 <NA> 7.629156
744 <NA> 7.930108
745 <NA> 8.154555
746 <NA> 7.893755
747 <NA> 8.045484
748 <NA> 7.856610
749 <NA> 7.683940
750 <NA> 11.360772
751 <NA> 11.100219
752 <NA> 10.862076
753 Y 11.016912
754 <NA> 11.056551
755 <NA> NA
756 <NA> NA
757 <NA> NA
758 <NA> NA
759 <NA> NA
760 <NA> NA
761 <NA> NA
762 <NA> NA
763 <NA> NA
764 <NA> NA
765 <NA> NA
766 <NA> NA
767 <NA> NA
768 <NA> NA
769 <NA> NA
770 <NA> NA
771 <NA> NA
772 <NA> NA
773 <NA> 10.910503
774 <NA> 10.952710
775 <NA> 11.010630
776 <NA> 10.832632
777 <NA> 10.804228
778 <NA> 9.749238
779 <NA> 9.942216
780 <NA> 10.127860
781 <NA> 9.798381
782 Y 9.789847
783 <NA> 9.614897
784 <NA> 9.728010
785 <NA> 9.900402
786 <NA> 9.895083
787 <NA> 9.927820
788 <NA> 9.916280
789 <NA> 9.847538
790 <NA> 9.873366
791 <NA> 10.145782
792 <NA> 9.927355
793 <NA> 9.905220
794 <NA> 9.953278
795 Y 9.861769
796 <NA> 9.838720
797 <NA> 9.950482
798 <NA> 9.882120
799 <NA> 9.916330
800 <NA> 10.076311
801 <NA> 10.059305
802 <NA> 9.965447
803 <NA> 9.804127
804 <NA> 9.751070
805 <NA> 9.792538
806 <NA> 9.871957
807 <NA> 9.994643
808 <NA> 10.070241
809 <NA> 9.851530
810 <NA> 9.654886
811 <NA> 10.066954
812 <NA> 9.837881
813 <NA> 9.863769
814 <NA> 9.979368
815 <NA> 10.213945
816 <NA> 10.115429
817 <NA> 14.416301
818 <NA> 14.197060
819 <NA> 14.669467
820 <NA> 14.664155
821 <NA> NA
822 <NA> NA
823 <NA> NA
824 <NA> NA
825 <NA> NA
826 <NA> NA
827 <NA> NA
828 <NA> NA
829 <NA> NA
830 <NA> NA
831 <NA> NA
832 <NA> NA
833 <NA> NA
834 <NA> NA
835 <NA> NA
836 <NA> NA
837 <NA> NA
838 <NA> NA
839 <NA> 14.157665
840 <NA> 14.026238
841 <NA> 13.798979
842 <NA> 13.980592
843 <NA> 12.528002
844 <NA> 12.507252
845 <NA> 12.583383
846 <NA> 12.626965
847 <NA> 12.540796
848 <NA> 12.313872
849 <NA> 12.955107
850 <NA> 12.503455
851 <NA> 12.425007
852 <NA> 12.718740
853 <NA> 12.709809
854 <NA> 12.554592
855 <NA> 12.435392
856 <NA> 12.496626
857 <NA> 12.320248
858 <NA> 12.393628
859 <NA> 12.679804
860 <NA> 12.175063
861 <NA> 12.563563
862 <NA> 12.680667
863 <NA> 12.779860
864 <NA> 12.373359
865 <NA> 12.706026
866 <NA> 12.805650
867 <NA> 12.625226
868 <NA> 12.725137
869 <NA> 12.619746
870 <NA> 12.485814
871 <NA> 12.438928
872 <NA> 12.407697
873 <NA> 12.444207
874 <NA> 12.747430
875 <NA> 12.553742
876 <NA> 12.439180
877 <NA> 12.716731
878 <NA> 12.468676
879 <NA> 12.648160
880 <NA> 19.546396
881 <NA> 19.095462
882 <NA> 19.124670
883 <NA> 19.454349
884 <NA> NA
885 <NA> NA
886 <NA> NA
887 <NA> NA
888 <NA> NA
889 <NA> NA
890 <NA> NA
891 <NA> NA
892 <NA> NA
893 <NA> NA
894 <NA> NA
895 <NA> NA
896 <NA> NA
897 <NA> NA
898 <NA> NA
899 <NA> NA
900 <NA> NA
901 <NA> NA
902 <NA> 18.244533
903 <NA> 17.707753
904 <NA> 17.872669
905 <NA> 15.818165
906 <NA> 15.745895
907 N 16.019507
908 <NA> 16.103556
909 <NA> 16.202645
910 <NA> 15.934590
911 <NA> 16.215263
912 <NA> 15.742315
913 <NA> 15.737214
914 <NA> 16.161898
915 <NA> 16.195697
916 <NA> 16.060271
917 <NA> 16.115513
918 <NA> 15.641730
919 <NA> 15.903854
920 <NA> 15.869049
921 <NA> 16.087205
922 <NA> 15.928673
923 <NA> 16.096859
924 <NA> 15.912562
925 <NA> 15.990284
926 <NA> 16.034631
927 <NA> 16.167671
928 <NA> 15.919300
929 <NA> 15.872934
930 <NA> 16.336027
931 <NA> 15.962674
932 <NA> 16.058532
933 <NA> 16.172012
934 <NA> 16.404351
935 <NA> 16.218213
936 <NA> 15.807350
937 N 15.939829
938 <NA> 16.026186
939 <NA> 15.905642
940 <NA> 15.756689
941 <NA> 25.447177
942 <NA> 25.349509
943 <NA> 25.306073
944 <NA> 25.376368
945 <NA> NA
946 <NA> NA
947 <NA> NA
948 <NA> NA
949 <NA> NA
950 <NA> NA
951 <NA> NA
952 <NA> NA
953 <NA> NA
954 <NA> NA
955 <NA> NA
956 <NA> NA
957 <NA> NA
958 <NA> NA
959 <NA> NA
960 <NA> NA
961 <NA> NA
962 <NA> NA
963 <NA> 22.989226
964 <NA> 23.010487
965 <NA> 22.974484
966 <NA> 20.256620
967 <NA> 20.269787
968 <NA> 20.629028
969 <NA> 20.489896
970 <NA> 20.374301
971 Y 20.159805
972 <NA> 20.461975
973 <NA> 20.326244
974 <NA> 20.221890
975 <NA> 20.234575
976 <NA> 20.355661
977 <NA> 20.172728
978 <NA> 20.458419
979 Y 20.360573
980 <NA> 20.317379
981 <NA> 20.159305
982 <NA> 20.087718
983 <NA> 20.110715
984 <NA> 19.998388
985 <NA> 20.108398
986 <NA> 20.213543
987 <NA> 20.122793
988 <NA> 20.669172
989 <NA> 20.331733
990 <NA> 20.161959
991 <NA> 20.248634
992 <NA> 20.162556
993 <NA> 20.519142
994 <NA> 20.259703
995 <NA> 19.970717
996 <NA> 20.317138
997 <NA> 20.385787
998 <NA> 20.245450
999 <NA> 20.204008
1000 <NA> 20.493939
1001 <NA> 20.411062
1002 <NA> 32.965480
1003 <NA> 32.721821
1004 <NA> 33.240541
1005 <NA> NA
1006 <NA> NA
1007 <NA> NA
1008 <NA> NA
1009 <NA> NA
1010 <NA> NA
1011 <NA> NA
1012 <NA> NA
1013 <NA> NA
1014 <NA> NA
1015 <NA> NA
1016 <NA> NA
1017 <NA> NA
1018 <NA> NA
1019 <NA> NA
1020 <NA> NA
1021 <NA> NA
1022 <NA> NA
1023 <NA> 29.651782
1024 <NA> 25.320905
1025 <NA> 25.277072
1026 <NA> 25.426995
1027 <NA> 25.649796
1028 <NA> 25.443149
1029 <NA> 25.723984
1030 <NA> 25.390111
1031 <NA> 25.413160
1032 <NA> 25.251020
1033 <NA> 25.243851
1034 <NA> 25.193123
1035 <NA> 25.571238
1036 <NA> 25.424359
1037 <NA> 25.583007
1038 <NA> 25.401022
1039 <NA> 25.509987
1040 <NA> 25.324085
1041 <NA> 25.248657
1042 <NA> 25.512930
1043 <NA> 25.270236
1044 <NA> 25.347544
1045 <NA> 25.185450
1046 <NA> 25.198018
1047 <NA> 25.403791
1048 <NA> 25.357156
1049 <NA> 25.296619
1050 <NA> 25.532701
1051 <NA> 25.242244
1052 <NA> 25.104720
1053 <NA> 25.546274
1054 <NA> 25.184024
1055 <NA> 25.548208
1056 <NA> 25.535378
1057 <NA> 25.209085
1058 <NA> 25.684138
1059 <NA> 25.328171
1060 <NA> 42.288193
1061 <NA> NA
1062 <NA> NA
1063 <NA> NA
1064 <NA> NA
1065 <NA> NA
1066 <NA> NA
1067 <NA> NA
1068 <NA> NA
1069 <NA> NA
1070 <NA> NA
1071 <NA> NA
1072 <NA> NA
1073 <NA> NA
1074 <NA> NA
1075 <NA> NA
1076 <NA> NA
1077 <NA> NA
1078 <NA> NA
1079 <NA> NA
1080 <NA> NA
1081 <NA> NA
1082 <NA> NA
1083 <NA> NA
1084 <NA> NA
1085 <NA> NA
1086 <NA> NA
1087 <NA> NA
1088 <NA> NA
1089 <NA> NA
1090 <NA> NA
1091 <NA> NA
1092 <NA> NA
1093 <NA> NA
1094 <NA> NA
1095 <NA> NA
1096 <NA> NA
1097 <NA> NA
1098 <NA> NA
1099 <NA> NA
1100 <NA> NA
1101 <NA> NA
1102 <NA> NA
1103 <NA> NA
1104 <NA> NA
1105 <NA> NA
1106 <NA> NA
1107 <NA> NA
1108 <NA> NA
1109 <NA> NA
1110 <NA> NA
1111 <NA> NA
1112 <NA> NA
1113 <NA> NA
1114 <NA> NA
1115 <NA> NA
1116 <NA> NA
1117 <NA> NA
1118 <NA> NA
1119 <NA> NA
1120 <NA> NA
1121 <NA> NA
1122 <NA> NA
1123 <NA> NA
1124 <NA> NA
1125 <NA> NA
1126 <NA> NA
1127 <NA> NA
1128 <NA> NA
1129 <NA> NA
1130 <NA> NA
1131 <NA> NA
1132 <NA> NA
1133 <NA> NA
1134 <NA> NA
1135 <NA> NA
1136 <NA> NA
1137 <NA> NA
1138 <NA> NA
1139 <NA> NA
1140 <NA> NA
1141 <NA> NA
1142 <NA> NA
1143 <NA> 50.001149
1144 <NA> 49.831917
1145 <NA> 49.812766
1146 <NA> 50.092470
1147 <NA> 49.858388
1148 <NA> 49.968799
1149 <NA> 49.891059
1150 <NA> 50.176740
1151 <NA> 49.907082
1152 <NA> 49.706507
1153 <NA> 50.184944
1154 <NA> 50.126574
1155 <NA> 49.462248
1156 <NA> 49.920601
1157 <NA> 49.899879
1158 <NA> 49.718128
1159 <NA> 50.066502
1160 <NA> 49.848419
1161 <NA> 50.009365
1162 <NA> 49.919848
1163 <NA> 49.694198
1164 <NA> 49.532585
1165 <NA> 50.106733
1166 <NA> 49.896587
1167 <NA> 49.760386
1168 <NA> 49.920258
1169 <NA> 50.018159
1170 <NA> 49.770226
1171 <NA> 50.001088
1172 <NA> 49.687627
1173 <NA> NA
1174 <NA> NA
1175 <NA> NA
1176 <NA> NA
1177 <NA> NA
1178 <NA> NA
1179 <NA> NA
1180 <NA> NA
1181 <NA> NA
1182 <NA> NA
1183 <NA> NA
1184 <NA> NA
1185 <NA> NA
1186 <NA> NA
1187 <NA> NA
1188 <NA> NA
1189 <NA> NA
1190 <NA> NA
1191 <NA> NA
1192 <NA> NA
1193 <NA> NA
1194 <NA> NA
1195 <NA> NA
1196 <NA> NA
1197 <NA> NA
1198 <NA> NA
1199 <NA> NA
1200 <NA> NA
1201 <NA> NA
1202 <NA> NA
1203 <NA> NA
1204 <NA> NA
1205 <NA> NA
1206 <NA> NA
1207 <NA> NA
1208 <NA> NA
1209 <NA> NA
1210 <NA> NA
1211 <NA> NA
1212 <NA> NA
1213 <NA> NA
1214 <NA> NA
1215 <NA> NA
1216 <NA> NA
1217 <NA> NA
1218 <NA> NA
1219 <NA> NA
1220 <NA> NA
1221 <NA> NA
1222 <NA> NA
1223 <NA> NA
1224 <NA> NA
1225 <NA> NA
1226 <NA> NA
1227 <NA> NA
1228 <NA> NA
1229 <NA> NA
1230 <NA> NA
1231 <NA> NA
1232 <NA> NA
1233 <NA> NA
1234 <NA> NA
1235 <NA> NA
1236 <NA> NA
1237 <NA> NA
1238 <NA> NA
1239 <NA> NA
1240 <NA> NA
1241 <NA> NA
1242 <NA> NA
1243 <NA> NA
1244 <NA> NA
1245 <NA> NA
1246 <NA> NA
1247 <NA> NA
1248 <NA> NA
1249 <NA> NA
1250 <NA> NA
1251 <NA> NA
1252 <NA> NA
1253 <NA> NA
1254 <NA> NA
1255 <NA> NA
1256 <NA> 63.528494
1257 <NA> 63.760973
1258 <NA> 63.696884
1259 <NA> 63.632992
1260 <NA> 63.376237
1261 <NA> 64.065534
1262 <NA> 63.857197
1263 <NA> 63.562629
1264 <NA> 63.495964
1265 <NA> 63.692196
1266 <NA> 63.590003
1267 <NA> 63.350309
1268 <NA> 63.690672
1269 <NA> 63.520392
1270 <NA> 63.692243
1271 <NA> 63.502841
1272 <NA> 63.609270
1273 <NA> 63.752470
1274 <NA> 63.492699
1275 <NA> 63.745796
1276 <NA> 63.543757
1277 <NA> 63.615452
1278 <NA> 63.753489
1279 <NA> 63.884817
1280 <NA> 63.926851
1281 <NA> 63.521275
1282 <NA> 63.418812
1283 <NA> 63.764012
1284 <NA> NA
1285 <NA> NA
1286 <NA> NA
1287 <NA> NA
1288 <NA> NA
1289 <NA> NA
1290 <NA> NA
1291 <NA> NA
1292 <NA> NA
1293 <NA> NA
1294 <NA> NA
1295 <NA> NA
1296 <NA> NA
1297 <NA> NA
1298 <NA> NA
1299 <NA> NA
1300 <NA> NA
1301 <NA> NA
1302 <NA> NA
1303 <NA> NA
1304 <NA> 64.434747
1305 <NA> 64.975639
1306 <NA> 64.812816
1307 <NA> 64.822377
1308 <NA> 64.644733
1309 <NA> 64.340282
1310 <NA> 64.473237
1311 <NA> 64.699403
1312 <NA> 65.004615
1313 <NA> 64.722035
1314 <NA> 64.386538
1315 <NA> 64.667017
1316 <NA> 64.907174
1317 <NA> 64.520354
1318 <NA> 64.686133
1319 <NA> 64.894768
1320 <NA> 64.657335
1321 <NA> 64.773103
1322 <NA> 64.524492
1323 <NA> 64.331944
1324 <NA> 64.803224
1325 <NA> 64.358045
1326 <NA> NA
1327 <NA> NA
1328 <NA> NA
1329 <NA> NA
1330 <NA> NA
1331 <NA> NA
1332 <NA> NA
1333 <NA> NA
1334 <NA> NA
1335 <NA> NA
1336 <NA> NA
1337 <NA> NA
1338 <NA> NA
1339 <NA> NA
1340 <NA> NA
1341 <NA> NA
1342 <NA> NA
1343 <NA> NA
1344 <NA> NA
1345 <NA> NA
1346 <NA> 64.985001
1347 <NA> 65.321814
1348 <NA> 65.281855
1349 <NA> 65.475168
1350 <NA> 65.173232
1351 <NA> 65.144291
1352 <NA> 65.180670
1353 <NA> 65.131083
1354 <NA> 65.396993
1355 <NA> 65.065100
1356 <NA> 65.014401
1357 <NA> 65.062862
1358 <NA> 65.126453
1359 <NA> 65.005888
1360 <NA> 65.165616
1361 <NA> 64.964095
1362 <NA> 65.186881
1363 <NA> 65.418700
1364 <NA> 64.747750
1365 <NA> 65.239854
1366 <NA> NA
1367 <NA> NA
1368 <NA> NA
1369 <NA> NA
1370 <NA> NA
1371 <NA> NA
1372 <NA> NA
1373 <NA> NA
1374 <NA> NA
1375 <NA> NA
1376 <NA> NA
1377 <NA> NA
1378 <NA> NA
1379 <NA> NA
1380 <NA> NA
1381 <NA> NA
1382 <NA> NA
1383 <NA> NA
1384 <NA> NA
1385 <NA> NA
1386 <NA> 65.602948
1387 <NA> 65.472074
1388 <NA> 65.377037
1389 <NA> 65.581256
1390 <NA> 65.554622
1391 <NA> 65.655166
1392 <NA> 65.305949
1393 <NA> 65.216083
1394 <NA> 65.271489
1395 <NA> 65.430919
1396 <NA> 65.447314
1397 <NA> 65.731145
1398 <NA> 65.155773
1399 <NA> 65.150051
1400 <NA> 65.453374
1401 <NA> 65.715952
1402 <NA> 65.312677
1403 <NA> 65.198242
1404 <NA> 64.947175
1405 <NA> 65.324938
1406 <NA> NAplot full predictions
- What do you think if the predictions? Any better than model 1?
- Do you agree with the Hmax values generated by the model?
- If not, why do you think the model is generating those values? (also see next slide)
DPR data + all predictions
- This may be helpful in answering the last question
Let’s try a new model
- Having Hmax alone vary by population did not produce a very good fit.
- Exercise: Create and fit a model that allows Hmax and k parameters to vary by population
- Plot your results: Any better?
- Perform a model comparison among all 3 models using the
lootechnique shown above: which fits best?
My formula
get the priors
Please review your notes and figure out how to get the possible priors for the formula on the previous slide
prior class coef group resp dpar nlpar lb ub source
student_t(3, 0, 4.2) sigma 0 default
(flat) b delta default
(flat) b Intercept delta (vectorized)
(flat) b Hmax default
(flat) b Intercept Hmax (vectorized)
(flat) b popCC Hmax (vectorized)
(flat) b popDPR Hmax (vectorized)
(flat) b Hmin default
(flat) b Intercept Hmin (vectorized)
(flat) b k default
(flat) b Intercept k (vectorized)
(flat) b popCC k (vectorized)
(flat) b popDPR k (vectorized)Set the priors
What priors should we use?
prior3 <- c(set_prior("normal(5,3)", lb=0, nlpar="Hmin"),
set_prior("normal(60,15)", nlpar="Hmax"),
set_prior("normal(0,20)", nlpar="Hmax", coef="popCC"),
set_prior("normal(0,20)", nlpar="Hmax", coef="popDPR"),
set_prior("gamma(2,2)", nlpar = "k"), # gamma constrains to be > 0
set_prior("normal(0, 1)", nlpar = "k", coef="popCC"),
set_prior("normal(0, 1)", nlpar = "k", coef= "popDPR"),
set_prior("gamma(20, 3)", nlpar="delta")
)I use a gamma on k to keep the Intercept k positive.
I use a zero-centered normal for the popCC and popDPR k priors so that these can vary above or below the intercept value of k
model summary
Running /Library/Frameworks/R.framework/Resources/bin/R CMD SHLIB foo.c
using C compiler: ‘Apple clang version 13.1.6 (clang-1316.0.21.2.5)’
using SDK: ‘MacOSX12.3.sdk’
clang -arch arm64 -I"/Library/Frameworks/R.framework/Resources/include" -DNDEBUG -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/Rcpp/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/unsupported" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/BH/include" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/src/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppParallel/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/rstan/include" -DEIGEN_NO_DEBUG -DBOOST_DISABLE_ASSERTS -DBOOST_PENDING_INTEGER_LOG2_HPP -DSTAN_THREADS -DUSE_STANC3 -DSTRICT_R_HEADERS -DBOOST_PHOENIX_NO_VARIADIC_EXPRESSION -D_HAS_AUTO_PTR_ETC=0 -include '/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp' -D_REENTRANT -DRCPP_PARALLEL_USE_TBB=1 "-I/opt/R/arm64/include -I/opt/homebrew/include" -fPIC -falign-functions=64 -Wall -g -O2 -c foo.c -o foo.o
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:88:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:1: error: unknown type name 'namespace'
namespace Eigen {
^
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:16: error: expected ';' after top level declarator
namespace Eigen {
^
;
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:96:10: fatal error: 'complex' file not found
#include <complex>
^~~~~~~~~
3 errors generated.
make: *** [foo.o] Error 1 Family: gaussian
Links: mu = identity; sigma = identity
Formula: height_cm ~ Hmax - (Hmax - Hmin) * exp(-(k/100 * day)^delta)
Hmin ~ 1
delta ~ 1
Hmax ~ pop
k ~ pop
Data: datbcd (Number of observations: 907)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Population-Level Effects:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
Hmin_Intercept 4.02 0.53 2.96 5.03 1.00 3116 2007
delta_Intercept 6.69 0.51 5.71 7.73 1.00 2418 2610
Hmax_Intercept 64.88 1.33 62.35 67.61 1.00 2464 2303
Hmax_popCC -15.19 20.51 -44.82 27.93 1.00 2039 2773
Hmax_popDPR -29.09 6.70 -38.48 -12.02 1.00 2102 1281
k_Intercept 0.67 0.01 0.65 0.69 1.00 2273 2254
k_popCC 0.11 0.10 -0.03 0.34 1.00 1918 2441
k_popDPR 0.32 0.07 0.18 0.44 1.00 2206 1281
Family Specific Parameters:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
sigma 11.17 0.26 10.68 11.70 1.00 4326 2927
Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).model plot
pairs
You can use a pairs plot to see how to parameters co-vary during the fit. Generally we don’t want to see a strong correlation among parameters. Here we see that Hmax and K for popCC have an inverse correlation. This isn’t ideal but I think it is because we have so little CC data. We could impose narrower priors on these parameters but given the lack of data I think I will just leave it.
Predictions
Model comparison
Next
For Monday March 4th
- Fit a model where delta and Hmax can vary by pop.
- Fit a model where delta, k, and Hmax can vary by pop. Don’t worry if this doesn’t work well (but if it doesn’t, think about why it doesn’t)
- Do model diagnostics, plots, and predictive plots on the above.
- Do a model comparison between all 5 models
Other stuff that Julin is thinking about for future meetings
- Uncertainty on the predictions
- On to random effects and all pops
- CENSORED DATA?
Delta and Hmax by pop:
Set the priors
What priors should we use?
prior4 <- c(set_prior("normal(5,3)", lb=0, nlpar="Hmin"),
set_prior("normal(60,15)", nlpar="Hmax"),
set_prior("normal(0,20)", nlpar="Hmax", coef="popCC"),
set_prior("normal(0,20)", nlpar="Hmax", coef="popDPR"),
set_prior("gamma(2,2)", nlpar = "k"), # gamma constrains to be > 0
set_prior("gamma(20, 3)", nlpar="delta"),
set_prior("normal(0, 5)", nlpar = "delta", coef="popCC"),
set_prior("normal(0, 5)", nlpar = "delta", coef= "popDPR")
)model summary
Running /Library/Frameworks/R.framework/Resources/bin/R CMD SHLIB foo.c
using C compiler: ‘Apple clang version 13.1.6 (clang-1316.0.21.2.5)’
using SDK: ‘MacOSX12.3.sdk’
clang -arch arm64 -I"/Library/Frameworks/R.framework/Resources/include" -DNDEBUG -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/Rcpp/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/unsupported" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/BH/include" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/src/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppParallel/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/rstan/include" -DEIGEN_NO_DEBUG -DBOOST_DISABLE_ASSERTS -DBOOST_PENDING_INTEGER_LOG2_HPP -DSTAN_THREADS -DUSE_STANC3 -DSTRICT_R_HEADERS -DBOOST_PHOENIX_NO_VARIADIC_EXPRESSION -D_HAS_AUTO_PTR_ETC=0 -include '/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp' -D_REENTRANT -DRCPP_PARALLEL_USE_TBB=1 "-I/opt/R/arm64/include -I/opt/homebrew/include" -fPIC -falign-functions=64 -Wall -g -O2 -c foo.c -o foo.o
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:88:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:1: error: unknown type name 'namespace'
namespace Eigen {
^
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:16: error: expected ';' after top level declarator
namespace Eigen {
^
;
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:96:10: fatal error: 'complex' file not found
#include <complex>
^~~~~~~~~
3 errors generated.
make: *** [foo.o] Error 1 Family: gaussian
Links: mu = identity; sigma = identity
Formula: height_cm ~ Hmax - (Hmax - Hmin) * exp(-(k/100 * day)^delta)
Hmin ~ 1
k ~ 1
Hmax ~ pop
delta ~ pop
Data: datbcd (Number of observations: 907)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Population-Level Effects:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
Hmin_Intercept 3.87 0.55 2.76 4.93 1.00 4015 2324
k_Intercept 0.67 0.01 0.65 0.69 1.00 2863 2707
Hmax_Intercept 64.89 1.31 62.36 67.53 1.00 3346 2812
Hmax_popCC -2.41 13.93 -27.61 26.85 1.00 3004 2632
Hmax_popDPR 13.92 11.21 -6.90 37.17 1.00 3676 2696
delta_Intercept 6.76 0.50 5.84 7.82 1.00 2351 2695
delta_popCC -1.87 1.13 -3.87 0.58 1.00 2642 2781
delta_popDPR -3.21 0.67 -4.56 -1.92 1.00 2734 2594
Family Specific Parameters:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
sigma 11.17 0.27 10.66 11.71 1.00 5526 3014
Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).model plot
Predictions
Model comparison
Hmax, delta, and k
Set the priors
What priors should we use?
prior5 <- c(set_prior("normal(5,3)", lb=0, nlpar="Hmin"),
set_prior("normal(60,15)", nlpar="Hmax"),
set_prior("normal(0,20)", nlpar="Hmax", coef="popCC"),
set_prior("normal(0,20)", nlpar="Hmax", coef="popDPR"),
set_prior("gamma(2,2)", nlpar = "k"), # gamma constrains to be > 0
set_prior("normal(0, 1)", nlpar = "k", coef="popCC"),
set_prior("normal(0, 1)", nlpar = "k", coef= "popDPR"),
set_prior("gamma(20, 3)", nlpar="delta"),
set_prior("normal(0, 5)", nlpar = "delta", coef="popCC"),
set_prior("normal(0, 5)", nlpar = "delta", coef= "popDPR")
)model summary
Running /Library/Frameworks/R.framework/Resources/bin/R CMD SHLIB foo.c
using C compiler: ‘Apple clang version 13.1.6 (clang-1316.0.21.2.5)’
using SDK: ‘MacOSX12.3.sdk’
clang -arch arm64 -I"/Library/Frameworks/R.framework/Resources/include" -DNDEBUG -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/Rcpp/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/unsupported" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/BH/include" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/src/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppParallel/include/" -I"/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/rstan/include" -DEIGEN_NO_DEBUG -DBOOST_DISABLE_ASSERTS -DBOOST_PENDING_INTEGER_LOG2_HPP -DSTAN_THREADS -DUSE_STANC3 -DSTRICT_R_HEADERS -DBOOST_PHOENIX_NO_VARIADIC_EXPRESSION -D_HAS_AUTO_PTR_ETC=0 -include '/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp' -D_REENTRANT -DRCPP_PARALLEL_USE_TBB=1 "-I/opt/R/arm64/include -I/opt/homebrew/include" -fPIC -falign-functions=64 -Wall -g -O2 -c foo.c -o foo.o
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:88:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:1: error: unknown type name 'namespace'
namespace Eigen {
^
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/src/Core/util/Macros.h:628:16: error: expected ';' after top level declarator
namespace Eigen {
^
;
In file included from <built-in>:1:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/StanHeaders/include/stan/math/prim/fun/Eigen.hpp:22:
In file included from /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Dense:1:
/Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/library/RcppEigen/include/Eigen/Core:96:10: fatal error: 'complex' file not found
#include <complex>
^~~~~~~~~
3 errors generated.
make: *** [foo.o] Error 1 Family: gaussian
Links: mu = identity; sigma = identity
Formula: height_cm ~ Hmax - (Hmax - Hmin) * exp(-(k/100 * day)^delta)
Hmin ~ 1
Hmax ~ pop
k ~ pop
delta ~ pop
Data: datbcd (Number of observations: 907)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Population-Level Effects:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
Hmin_Intercept 3.93 0.55 2.81 4.99 1.00 3053 2664
Hmax_Intercept 64.74 1.30 62.25 67.30 1.00 3268 2751
Hmax_popCC -7.90 21.50 -44.40 33.56 1.00 1161 2015
Hmax_popDPR -17.32 18.16 -37.95 26.67 1.01 699 1101
k_Intercept 0.67 0.01 0.65 0.69 1.00 2759 2670
k_popCC 0.02 0.14 -0.25 0.32 1.00 1334 2132
k_popDPR 0.23 0.15 -0.06 0.45 1.01 724 1290
delta_Intercept 6.82 0.51 5.88 7.86 1.00 2605 2515
delta_popCC -1.72 2.17 -4.61 4.25 1.00 2168 1430
delta_popDPR -0.56 3.07 -4.19 7.27 1.00 860 1391
Family Specific Parameters:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
sigma 11.17 0.26 10.68 11.70 1.00 3617 2462
Draws were sampled using sampling(NUTS). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).model plot
DPR Pairs
Intercept Pairs
Predictions
Model comparison
elpd_diff se_diff
fit3 0.0 0.0
fit5 -0.1 0.9
fit4 -0.1 1.3
fit2 -8.0 3.9
fit1 -18.5 6.9